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Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_02e5a59d1fa96e13/run_manifest.json

@@ -0,0 +1,72 @@
+{
+  "run_id": "v2_cli_20260502_081223_b",
+  "dataset_id": "n15",
+  "started_at": "2026-05-19T16:06:58.471350+00:00",
+  "ended_at": "2026-05-19T16:07:05.398137+00:00",
+  "status": "failed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_n15_02e5a59d1fa96e13",
+    "problem_id": "v2p_n15_5bdffdfad8513f6a",
+    "dataset_id": "n15",
+    "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=MFALLEEN, condition_col=MGEMOMV.",
+    "bindings": {
+      "group_col": "MFALLEEN",
+      "condition_col": "MGEMOMV",
+      "condition_value": "3",
+      "positive_value": "3",
+      "negative_value": "2",
+      "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": 3.0,
+      "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
+    },
+    "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=3",
+      "sql_variant_index=1/2",
+      "binding_index=98"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 9,
+    "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: "
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_02e5a59d1fa96e13/trace.jsonl

@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T16:07:01.473545+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": 2997.78, "started_at": "2026-05-19T16:06:58.474775+00:00", "ended_at": "2026-05-19T16:07:01.472595+00:00", "prompt_metrics": {"chars": 33332, "bytes_utf8": 33332, "lines": 1131, "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\":\"019e40fd-8bae-7303-b022-7b13734aa804\"}\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": "2026-05-19T16:07:05.398052+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": 2922.16, "started_at": "2026-05-19T16:07:02.475071+00:00", "ended_at": "2026-05-19T16:07:05.397266+00:00", "prompt_metrics": {"chars": 33332, "bytes_utf8": 33332, "lines": 1131, "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\":\"019e40fd-9b47-7351-a78e-566c4c6652a0\"}\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: "}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_054d762b56fc12de/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 32994, "bytes_utf8": 32994, "lines": 1126, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 277, "bytes_utf8": 277, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 22979, "cached_input_tokens": 21888, "output_tokens": 285, "reasoning_output_tokens": 210}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_054d762b56fc12de/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "n15",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_n15_054d762b56fc12de",
+    "api_calls": 0,
+    "input_tokens": 22979,
+    "cached_input_tokens": 21888,
+    "output_tokens": 285,
+    "total_tokens": 23264,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 21971.16,
+    "sql_execution_elapsed_ms_total": 4.29,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_054d762b56fc12de/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_054d762b56fc12de/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "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": "2026-05-19T15:32:27.342011+00:00",
+  "ended_at": "2026-05-19T15:32:49.313191+00:00",
+  "elapsed_ms": 21971.16,
+  "prompt_metrics": {
+    "chars": 32994,
+    "bytes_utf8": 32994,
+    "lines": 1126,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1955,
+    "bytes_utf8": 1955,
+    "lines": 8,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 277,
+      "bytes_utf8": 277,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 22979,
+      "cached_input_tokens": 21888,
+      "output_tokens": 285,
+      "reasoning_output_tokens": 210
+    }
+  },
+  "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"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_054d762b56fc12de/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,1126 @@
+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: <planned_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: n15
+- dataset_name: N15
+- table_name: n15
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 85 feature columns and target `ABYSTAND`.
+- task_type: classification
+- target_column: ABYSTAND
+- main_row_count: 9822
+- important_fields:
+- MOSTYPE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSTYPE.
+- MAANTHUI: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAANTHUI.
+- MGEMOMV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMOMV.
+- MGEMLEEF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMLEEF.
+- MOSHOOFD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSHOOFD.
+- MGODRK: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODRK.
+- MGODPR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODPR.
+- MGODOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODOV.
+- MGODGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODGE.
+- MRELGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELGE.
+- MRELSA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELSA.
+- MRELOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELOV.
+- MFALLEEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFALLEEN.
+- MFGEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFGEKIND.
+- MFWEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFWEKIND.
+- MOPLHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLHOOG.
+- MOPLMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLMIDD.
+- MOPLLAAG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLLAAG.
+- MBERHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERHOOG.
+- MBERZELF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERZELF.
+- MBERBOER: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERBOER.
+- MBERMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERMIDD.
+- MBERARBG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBG.
+- MBERARBO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBO.
+- MSKA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKA.
+- MSKB1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB1.
+- MSKB2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB2.
+- MSKC: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKC.
+- MSKD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKD.
+- MHHUUR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHHUUR.
+- MHKOOP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHKOOP.
+- MAUT1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT1.
+- MAUT2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT2.
+- MAUT0: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT0.
+- MZFONDS: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZFONDS.
+- MZPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZPART.
+- MINKM30: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKM30.
+- MINK3045: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK3045.
+- MINK4575: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK4575.
+- MINK7512: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK7512.
+- MINK123M: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK123M.
+- MINKGEM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKGEM.
+- MKOOPKLA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MKOOPKLA.
+- PWAPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWAPART.
+- PWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWABEDR.
+- PWALAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWALAND.
+- PPERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PPERSAUT.
+- PBESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBESAUT.
+- PMOTSCO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PMOTSCO.
+- PVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PVRAAUT.
+- PAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PAANHANG.
+- PTRACTOR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PTRACTOR.
+- PWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWERKT.
+- PBROM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBROM.
+- PLEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PLEVEN.
+- PPERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPERSONG.
+- PGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PGEZONG.
+- PWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWAOREG.
+- PBRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBRAND.
+- PZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PZEILPL.
+- PPLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPLEZIER.
+- PFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PFIETS.
+- PINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PINBOED.
+- PBYSTAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBYSTAND.
+- AWAPART: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAPART.
+- AWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWABEDR.
+- AWALAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWALAND.
+- APERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for APERSAUT.
+- ABESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABESAUT.
+- AMOTSCO: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AMOTSCO.
+- AVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AVRAAUT.
+- AAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AAANHANG.
+- ATRACTOR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ATRACTOR.
+- AWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWERKT.
+- ABROM: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABROM.
+- ALEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ALEVEN.
+- APERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APERSONG.
+- AGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AGEZONG.
+- AWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAOREG.
+- ABRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ABRAND.
+- AZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AZEILPL.
+- APLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APLEZIER.
+- AFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AFIETS.
+- AINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AINBOED.
+- ABYSTAND: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for ABYSTAND.
+- CARAVAN: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for CARAVAN.
+- useful_field_combinations: [['MOSTYPE', 'MAANTHUI', 'ABYSTAND'], ['MOSTYPE', 'MOSTYPE', 'ABYSTAND']]
+- fields_requiring_caution: ['ABYSTAND']
+- source_url: https://www.openml.org/d/298
+
+SQLite schema snapshot:
+{
+  "table_name": "n15",
+  "quoted_table_name": "\"n15\"",
+  "row_count": 9822,
+  "columns": [
+    {
+      "name": "MOSTYPE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAANTHUI",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMOMV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMLEEF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOSHOOFD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODRK",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODPR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELSA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFALLEEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFGEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFWEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLLAAG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERZELF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERBOER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKC",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHHUUR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHKOOP",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZFONDS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKM30",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK3045",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK4575",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK7512",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK123M",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKGEM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MKOOPKLA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PTRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PLEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ATRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "CARAVAN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "MOSTYPE": "33",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "5",
+      "MGODOV": "1",
+      "MGODGE": "3",
+      "MRELGE": "7",
+      "MRELSA": "0",
+      "MRELOV": "2",
+      "MFALLEEN": "1",
+      "MFGEKIND": "2",
+      "MFWEKIND": "6",
+      "MOPLHOOG": "1",
+      "MOPLMIDD": "2",
+      "MOPLLAAG": "7",
+      "MBERHOOG": "1",
+      "MBERZELF": "0",
+      "MBERBOER": "1",
+      "MBERMIDD": "2",
+      "MBERARBG": "5",
+      "MBERARBO": "2",
+      "MSKA": "1",
+      "MSKB1": "1",
+      "MSKB2": "2",
+      "MSKC": "6",
+      "MSKD": "1",
+      "MHHUUR": "1",
+      "MHKOOP": "8",
+      "MAUT1": "8",
+      "MAUT2": "0",
+      "MAUT0": "1",
+      "MZFONDS": "8",
+      "MZPART": "1",
+      "MINKM30": "0",
+      "MINK3045": "4",
+      "MINK4575": "5",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "5",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "6",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "0",
+      "MFGEKIND": "4",
+      "MFWEKIND": "5",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "5",
+      "MBERARBG": "0",
+      "MBERARBO": "4",
+      "MSKA": "0",
+      "MSKB1": "2",
+      "MSKB2": "3",
+      "MSKC": "5",
+      "MSKD": "0",
+      "MHHUUR": "2",
+      "MHKOOP": "7",
+      "MAUT1": "7",
+      "MAUT2": "1",
+      "MAUT0": "2",
+      "MZFONDS": "6",
+      "MZPART": "3",
+      "MINKM30": "2",
+      "MINK3045": "0",
+      "MINK4575": "5",
+      "MINK7512": "2",
+      "MINK123M": "0",
+      "MINKGEM": "5",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "2",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "4",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "3",
+      "MRELSA": "2",
+      "MRELOV": "4",
+      "MFALLEEN": "4",
+      "MFGEKIND": "4",
+      "MFWEKIND": "2",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "7",
+      "MBERARBG": "0",
+      "MBERARBO": "2",
+      "MSKA": "0",
+      "MSKB1": "5",
+      "MSKB2": "0",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "7",
+      "MHKOOP": "2",
+      "MAUT1": "7",
+      "MAUT2": "0",
+      "MAUT0": "2",
+      "MZFONDS": "9",
+      "MZPART": "0",
+      "MINKM30": "4",
+      "MINK3045": "5",
+      "MINK4575": "0",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "3",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "1",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "9",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "3",
+      "MOSHOOFD": "3",
+      "MGODRK": "2",
+      "MGODPR": "3",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "5",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "3",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "3",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "2",
+      "MBERHOOG": "4",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "3",
+      "MBERARBG": "1",
+      "MBERARBO": "2",
+      "MSKA": "3",
+      "MSKB1": "2",
+      "MSKB2": "1",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "5",
+      "MHKOOP": "4",
+      "MAUT1": "9",
+      "MAUT2": "0",
+      "MAUT0": "0",
+      "MZFONDS": "7",
+      "MZPART": "2",
+      "MINKM30": "1",
+      "MINK3045": "5",
+      "MINK4575": "3",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "4",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "40",
+      "MAANTHUI": "1",
+      "MGEMOMV": "4",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "10",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "7",
+      "MRELSA": "1",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "4",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "5",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "0",
+      "MBERHOOG": "0",
+      "MBERZELF": "5",
+      "MBERBOER": "4",
+      "MBERMIDD": "0",
+      "MBERARBG": "0",
+      "MBERARBO": "0",
+      "MSKA": "9",
+      "MSKB1": "0",
+      "MSKB2": "0",
+      "MSKC": "0",
+      "MSKD": "0",
+      "MHHUUR": "4",
+      "MHKOOP": "5",
+      "MAUT1": "6",
+      "MAUT2": "2",
+      "MAUT0": "1",
+      "MZFONDS": "5",
+      "MZPART": "4",
+      "MINKM30": "0",
+      "MINK3045": "0",
+      "MINK4575": "9",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "6",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "6",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "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": "n15",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=MFALLEEN.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "MFALLEEN",
+    "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": 3.0,
+    "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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_054d762b56fc12de/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,8 @@
+{"type":"thread.started","thread_id":"019e40dd-f158-70e2-b6a0-e4e001647534"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1994930, Requested 23614. Please try again in 556ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1993195, Requested 23614. Please try again in 504ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1985719, Requested 23614. Please try again in 279ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 5/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1986724, Requested 23614. Please try again in 310ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"MFALLEEN\\\", COUNT(*) AS row_count\\nFROM \\\"n15\\\"\\nGROUP BY \\\"MFALLEEN\\\"\\nORDER BY row_count DESC;\",\"notes\":\"Grouped count by category on \\\"MFALLEEN\\\" using the planned template to inspect subgroup size distribution.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":22979,"cached_input_tokens":21888,"output_tokens":285,"reasoning_output_tokens":210}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_054d762b56fc12de/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_clickbench_group_count\nSELECT \"MFALLEEN\", COUNT(*) AS row_count\nFROM \"n15\"\nGROUP BY \"MFALLEEN\"\nORDER BY row_count DESC;","notes":"Grouped count by category on \"MFALLEEN\" using the planned template to inspect subgroup size distribution."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0863509a7e30be1f/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 33635, "bytes_utf8": 33635, "lines": 1128, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 721, "bytes_utf8": 721, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 23150, "cached_input_tokens": 21888, "output_tokens": 632, "reasoning_output_tokens": 414}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0863509a7e30be1f/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "n15",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_n15_0863509a7e30be1f",
+    "api_calls": 0,
+    "input_tokens": 23150,
+    "cached_input_tokens": 21888,
+    "output_tokens": 632,
+    "total_tokens": 23782,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 17670.87,
+    "sql_execution_elapsed_ms_total": 11.63,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0863509a7e30be1f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0863509a7e30be1f/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "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": "2026-05-19T15:49:42.707193+00:00",
+  "ended_at": "2026-05-19T15:50:00.378107+00:00",
+  "elapsed_ms": 17670.87,
+  "prompt_metrics": {
+    "chars": 33635,
+    "bytes_utf8": 33635,
+    "lines": 1128,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1141,
+    "bytes_utf8": 1141,
+    "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": 721,
+      "bytes_utf8": 721,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 23150,
+      "cached_input_tokens": 21888,
+      "output_tokens": 632,
+      "reasoning_output_tokens": 414
+    }
+  },
+  "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"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0863509a7e30be1f/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,1128 @@
+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: <planned_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: n15
+- dataset_name: N15
+- table_name: n15
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 85 feature columns and target `ABYSTAND`.
+- task_type: classification
+- target_column: ABYSTAND
+- main_row_count: 9822
+- important_fields:
+- MOSTYPE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSTYPE.
+- MAANTHUI: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAANTHUI.
+- MGEMOMV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMOMV.
+- MGEMLEEF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMLEEF.
+- MOSHOOFD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSHOOFD.
+- MGODRK: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODRK.
+- MGODPR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODPR.
+- MGODOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODOV.
+- MGODGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODGE.
+- MRELGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELGE.
+- MRELSA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELSA.
+- MRELOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELOV.
+- MFALLEEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFALLEEN.
+- MFGEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFGEKIND.
+- MFWEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFWEKIND.
+- MOPLHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLHOOG.
+- MOPLMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLMIDD.
+- MOPLLAAG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLLAAG.
+- MBERHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERHOOG.
+- MBERZELF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERZELF.
+- MBERBOER: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERBOER.
+- MBERMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERMIDD.
+- MBERARBG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBG.
+- MBERARBO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBO.
+- MSKA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKA.
+- MSKB1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB1.
+- MSKB2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB2.
+- MSKC: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKC.
+- MSKD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKD.
+- MHHUUR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHHUUR.
+- MHKOOP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHKOOP.
+- MAUT1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT1.
+- MAUT2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT2.
+- MAUT0: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT0.
+- MZFONDS: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZFONDS.
+- MZPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZPART.
+- MINKM30: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKM30.
+- MINK3045: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK3045.
+- MINK4575: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK4575.
+- MINK7512: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK7512.
+- MINK123M: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK123M.
+- MINKGEM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKGEM.
+- MKOOPKLA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MKOOPKLA.
+- PWAPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWAPART.
+- PWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWABEDR.
+- PWALAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWALAND.
+- PPERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PPERSAUT.
+- PBESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBESAUT.
+- PMOTSCO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PMOTSCO.
+- PVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PVRAAUT.
+- PAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PAANHANG.
+- PTRACTOR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PTRACTOR.
+- PWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWERKT.
+- PBROM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBROM.
+- PLEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PLEVEN.
+- PPERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPERSONG.
+- PGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PGEZONG.
+- PWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWAOREG.
+- PBRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBRAND.
+- PZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PZEILPL.
+- PPLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPLEZIER.
+- PFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PFIETS.
+- PINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PINBOED.
+- PBYSTAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBYSTAND.
+- AWAPART: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAPART.
+- AWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWABEDR.
+- AWALAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWALAND.
+- APERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for APERSAUT.
+- ABESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABESAUT.
+- AMOTSCO: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AMOTSCO.
+- AVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AVRAAUT.
+- AAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AAANHANG.
+- ATRACTOR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ATRACTOR.
+- AWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWERKT.
+- ABROM: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABROM.
+- ALEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ALEVEN.
+- APERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APERSONG.
+- AGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AGEZONG.
+- AWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAOREG.
+- ABRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ABRAND.
+- AZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AZEILPL.
+- APLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APLEZIER.
+- AFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AFIETS.
+- AINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AINBOED.
+- ABYSTAND: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for ABYSTAND.
+- CARAVAN: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for CARAVAN.
+- useful_field_combinations: [['MOSTYPE', 'MAANTHUI', 'ABYSTAND'], ['MOSTYPE', 'MOSTYPE', 'ABYSTAND']]
+- fields_requiring_caution: ['ABYSTAND']
+- source_url: https://www.openml.org/d/298
+
+SQLite schema snapshot:
+{
+  "table_name": "n15",
+  "quoted_table_name": "\"n15\"",
+  "row_count": 9822,
+  "columns": [
+    {
+      "name": "MOSTYPE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAANTHUI",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMOMV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMLEEF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOSHOOFD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODRK",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODPR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELSA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFALLEEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFGEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFWEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLLAAG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERZELF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERBOER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKC",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHHUUR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHKOOP",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZFONDS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKM30",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK3045",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK4575",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK7512",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK123M",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKGEM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MKOOPKLA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PTRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PLEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ATRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "CARAVAN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "MOSTYPE": "33",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "5",
+      "MGODOV": "1",
+      "MGODGE": "3",
+      "MRELGE": "7",
+      "MRELSA": "0",
+      "MRELOV": "2",
+      "MFALLEEN": "1",
+      "MFGEKIND": "2",
+      "MFWEKIND": "6",
+      "MOPLHOOG": "1",
+      "MOPLMIDD": "2",
+      "MOPLLAAG": "7",
+      "MBERHOOG": "1",
+      "MBERZELF": "0",
+      "MBERBOER": "1",
+      "MBERMIDD": "2",
+      "MBERARBG": "5",
+      "MBERARBO": "2",
+      "MSKA": "1",
+      "MSKB1": "1",
+      "MSKB2": "2",
+      "MSKC": "6",
+      "MSKD": "1",
+      "MHHUUR": "1",
+      "MHKOOP": "8",
+      "MAUT1": "8",
+      "MAUT2": "0",
+      "MAUT0": "1",
+      "MZFONDS": "8",
+      "MZPART": "1",
+      "MINKM30": "0",
+      "MINK3045": "4",
+      "MINK4575": "5",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "5",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "6",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "0",
+      "MFGEKIND": "4",
+      "MFWEKIND": "5",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "5",
+      "MBERARBG": "0",
+      "MBERARBO": "4",
+      "MSKA": "0",
+      "MSKB1": "2",
+      "MSKB2": "3",
+      "MSKC": "5",
+      "MSKD": "0",
+      "MHHUUR": "2",
+      "MHKOOP": "7",
+      "MAUT1": "7",
+      "MAUT2": "1",
+      "MAUT0": "2",
+      "MZFONDS": "6",
+      "MZPART": "3",
+      "MINKM30": "2",
+      "MINK3045": "0",
+      "MINK4575": "5",
+      "MINK7512": "2",
+      "MINK123M": "0",
+      "MINKGEM": "5",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "2",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "4",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "3",
+      "MRELSA": "2",
+      "MRELOV": "4",
+      "MFALLEEN": "4",
+      "MFGEKIND": "4",
+      "MFWEKIND": "2",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "7",
+      "MBERARBG": "0",
+      "MBERARBO": "2",
+      "MSKA": "0",
+      "MSKB1": "5",
+      "MSKB2": "0",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "7",
+      "MHKOOP": "2",
+      "MAUT1": "7",
+      "MAUT2": "0",
+      "MAUT0": "2",
+      "MZFONDS": "9",
+      "MZPART": "0",
+      "MINKM30": "4",
+      "MINK3045": "5",
+      "MINK4575": "0",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "3",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "1",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "9",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "3",
+      "MOSHOOFD": "3",
+      "MGODRK": "2",
+      "MGODPR": "3",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "5",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "3",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "3",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "2",
+      "MBERHOOG": "4",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "3",
+      "MBERARBG": "1",
+      "MBERARBO": "2",
+      "MSKA": "3",
+      "MSKB1": "2",
+      "MSKB2": "1",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "5",
+      "MHKOOP": "4",
+      "MAUT1": "9",
+      "MAUT2": "0",
+      "MAUT0": "0",
+      "MZFONDS": "7",
+      "MZPART": "2",
+      "MINKM30": "1",
+      "MINK3045": "5",
+      "MINK4575": "3",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "4",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "40",
+      "MAANTHUI": "1",
+      "MGEMOMV": "4",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "10",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "7",
+      "MRELSA": "1",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "4",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "5",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "0",
+      "MBERHOOG": "0",
+      "MBERZELF": "5",
+      "MBERBOER": "4",
+      "MBERMIDD": "0",
+      "MBERARBG": "0",
+      "MBERARBO": "0",
+      "MSKA": "9",
+      "MSKB1": "0",
+      "MSKB2": "0",
+      "MSKC": "0",
+      "MSKD": "0",
+      "MHHUUR": "4",
+      "MHKOOP": "5",
+      "MAUT1": "6",
+      "MAUT2": "2",
+      "MAUT0": "1",
+      "MZFONDS": "5",
+      "MZPART": "4",
+      "MINKM30": "0",
+      "MINK3045": "0",
+      "MINK4575": "9",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "6",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "6",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "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": "n15",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=AWERKT, measure_col=MBERZELF.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "AWERKT",
+    "measure_col": "MBERZELF",
+    "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": 4.0,
+    "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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0863509a7e30be1f/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ed-bddb-7e62-9475-32f4078f22c3"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH \\\"grouped\\\" AS (\\n    SELECT\\n        \\\"AWERKT\\\",\\n        SUM(CAST(\\\"MBERZELF\\\" AS REAL)) AS \\\"group_value\\\"\\n    FROM \\\"n15\\\"\\n    GROUP BY \\\"AWERKT\\\"\\n),\\n\\\"total\\\" AS (\\n    SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n    FROM \\\"grouped\\\"\\n)\\nSELECT\\n    g.\\\"AWERKT\\\",\\n    g.\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS g\\nCROSS JOIN \\\"total\\\" AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.1\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\\\"AWERKT\\\", measure_col=\\\"MBERZELF\\\", and fraction_threshold=0.1. CAST to REAL is used because the schema stores columns as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":23150,"cached_input_tokens":21888,"output_tokens":632,"reasoning_output_tokens":414}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0863509a7e30be1f/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH \"grouped\" AS (\n    SELECT\n        \"AWERKT\",\n        SUM(CAST(\"MBERZELF\" AS REAL)) AS \"group_value\"\n    FROM \"n15\"\n    GROUP BY \"AWERKT\"\n),\n\"total\" AS (\n    SELECT SUM(\"group_value\") AS \"total_value\"\n    FROM \"grouped\"\n)\nSELECT\n    g.\"AWERKT\",\n    g.\"group_value\"\nFROM \"grouped\" AS g\nCROSS JOIN \"total\" AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.1\nORDER BY g.\"group_value\" DESC;","notes":"Applied the provided Relative-to-Total Extreme Threshold template with group_col=\"AWERKT\", measure_col=\"MBERZELF\", and fraction_threshold=0.1. CAST to REAL is used because the schema stores columns as TEXT."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/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": "2026-05-19T16:04:16.105106+00:00",
+  "ended_at": "2026-05-19T16:04:19.570762+00:00",
+  "elapsed_ms": 3465.63,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 33259,
+    "bytes_utf8": 33259,
+    "lines": 1128,
+    "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"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/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": "2026-05-19T16:04:20.573026+00:00",
+  "ended_at": "2026-05-19T16:04:23.710190+00:00",
+  "elapsed_ms": 3137.13,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 33259,
+    "bytes_utf8": 33259,
+    "lines": 1128,
+    "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"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,1128 @@
+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: <planned_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: n15
+- dataset_name: N15
+- table_name: n15
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 85 feature columns and target `ABYSTAND`.
+- task_type: classification
+- target_column: ABYSTAND
+- main_row_count: 9822
+- important_fields:
+- MOSTYPE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSTYPE.
+- MAANTHUI: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAANTHUI.
+- MGEMOMV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMOMV.
+- MGEMLEEF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMLEEF.
+- MOSHOOFD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSHOOFD.
+- MGODRK: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODRK.
+- MGODPR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODPR.
+- MGODOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODOV.
+- MGODGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODGE.
+- MRELGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELGE.
+- MRELSA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELSA.
+- MRELOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELOV.
+- MFALLEEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFALLEEN.
+- MFGEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFGEKIND.
+- MFWEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFWEKIND.
+- MOPLHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLHOOG.
+- MOPLMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLMIDD.
+- MOPLLAAG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLLAAG.
+- MBERHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERHOOG.
+- MBERZELF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERZELF.
+- MBERBOER: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERBOER.
+- MBERMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERMIDD.
+- MBERARBG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBG.
+- MBERARBO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBO.
+- MSKA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKA.
+- MSKB1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB1.
+- MSKB2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB2.
+- MSKC: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKC.
+- MSKD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKD.
+- MHHUUR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHHUUR.
+- MHKOOP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHKOOP.
+- MAUT1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT1.
+- MAUT2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT2.
+- MAUT0: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT0.
+- MZFONDS: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZFONDS.
+- MZPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZPART.
+- MINKM30: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKM30.
+- MINK3045: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK3045.
+- MINK4575: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK4575.
+- MINK7512: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK7512.
+- MINK123M: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK123M.
+- MINKGEM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKGEM.
+- MKOOPKLA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MKOOPKLA.
+- PWAPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWAPART.
+- PWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWABEDR.
+- PWALAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWALAND.
+- PPERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PPERSAUT.
+- PBESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBESAUT.
+- PMOTSCO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PMOTSCO.
+- PVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PVRAAUT.
+- PAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PAANHANG.
+- PTRACTOR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PTRACTOR.
+- PWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWERKT.
+- PBROM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBROM.
+- PLEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PLEVEN.
+- PPERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPERSONG.
+- PGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PGEZONG.
+- PWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWAOREG.
+- PBRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBRAND.
+- PZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PZEILPL.
+- PPLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPLEZIER.
+- PFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PFIETS.
+- PINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PINBOED.
+- PBYSTAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBYSTAND.
+- AWAPART: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAPART.
+- AWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWABEDR.
+- AWALAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWALAND.
+- APERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for APERSAUT.
+- ABESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABESAUT.
+- AMOTSCO: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AMOTSCO.
+- AVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AVRAAUT.
+- AAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AAANHANG.
+- ATRACTOR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ATRACTOR.
+- AWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWERKT.
+- ABROM: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABROM.
+- ALEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ALEVEN.
+- APERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APERSONG.
+- AGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AGEZONG.
+- AWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAOREG.
+- ABRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ABRAND.
+- AZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AZEILPL.
+- APLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APLEZIER.
+- AFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AFIETS.
+- AINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AINBOED.
+- ABYSTAND: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for ABYSTAND.
+- CARAVAN: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for CARAVAN.
+- useful_field_combinations: [['MOSTYPE', 'MAANTHUI', 'ABYSTAND'], ['MOSTYPE', 'MOSTYPE', 'ABYSTAND']]
+- fields_requiring_caution: ['ABYSTAND']
+- source_url: https://www.openml.org/d/298
+
+SQLite schema snapshot:
+{
+  "table_name": "n15",
+  "quoted_table_name": "\"n15\"",
+  "row_count": 9822,
+  "columns": [
+    {
+      "name": "MOSTYPE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAANTHUI",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMOMV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMLEEF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOSHOOFD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODRK",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODPR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELSA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFALLEEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFGEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFWEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLLAAG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERZELF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERBOER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKC",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHHUUR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHKOOP",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZFONDS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKM30",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK3045",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK4575",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK7512",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK123M",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKGEM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MKOOPKLA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PTRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PLEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ATRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "CARAVAN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "MOSTYPE": "33",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "5",
+      "MGODOV": "1",
+      "MGODGE": "3",
+      "MRELGE": "7",
+      "MRELSA": "0",
+      "MRELOV": "2",
+      "MFALLEEN": "1",
+      "MFGEKIND": "2",
+      "MFWEKIND": "6",
+      "MOPLHOOG": "1",
+      "MOPLMIDD": "2",
+      "MOPLLAAG": "7",
+      "MBERHOOG": "1",
+      "MBERZELF": "0",
+      "MBERBOER": "1",
+      "MBERMIDD": "2",
+      "MBERARBG": "5",
+      "MBERARBO": "2",
+      "MSKA": "1",
+      "MSKB1": "1",
+      "MSKB2": "2",
+      "MSKC": "6",
+      "MSKD": "1",
+      "MHHUUR": "1",
+      "MHKOOP": "8",
+      "MAUT1": "8",
+      "MAUT2": "0",
+      "MAUT0": "1",
+      "MZFONDS": "8",
+      "MZPART": "1",
+      "MINKM30": "0",
+      "MINK3045": "4",
+      "MINK4575": "5",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "5",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "6",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "0",
+      "MFGEKIND": "4",
+      "MFWEKIND": "5",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "5",
+      "MBERARBG": "0",
+      "MBERARBO": "4",
+      "MSKA": "0",
+      "MSKB1": "2",
+      "MSKB2": "3",
+      "MSKC": "5",
+      "MSKD": "0",
+      "MHHUUR": "2",
+      "MHKOOP": "7",
+      "MAUT1": "7",
+      "MAUT2": "1",
+      "MAUT0": "2",
+      "MZFONDS": "6",
+      "MZPART": "3",
+      "MINKM30": "2",
+      "MINK3045": "0",
+      "MINK4575": "5",
+      "MINK7512": "2",
+      "MINK123M": "0",
+      "MINKGEM": "5",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "2",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "4",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "3",
+      "MRELSA": "2",
+      "MRELOV": "4",
+      "MFALLEEN": "4",
+      "MFGEKIND": "4",
+      "MFWEKIND": "2",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "7",
+      "MBERARBG": "0",
+      "MBERARBO": "2",
+      "MSKA": "0",
+      "MSKB1": "5",
+      "MSKB2": "0",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "7",
+      "MHKOOP": "2",
+      "MAUT1": "7",
+      "MAUT2": "0",
+      "MAUT0": "2",
+      "MZFONDS": "9",
+      "MZPART": "0",
+      "MINKM30": "4",
+      "MINK3045": "5",
+      "MINK4575": "0",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "3",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "1",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "9",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "3",
+      "MOSHOOFD": "3",
+      "MGODRK": "2",
+      "MGODPR": "3",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "5",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "3",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "3",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "2",
+      "MBERHOOG": "4",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "3",
+      "MBERARBG": "1",
+      "MBERARBO": "2",
+      "MSKA": "3",
+      "MSKB1": "2",
+      "MSKB2": "1",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "5",
+      "MHKOOP": "4",
+      "MAUT1": "9",
+      "MAUT2": "0",
+      "MAUT0": "0",
+      "MZFONDS": "7",
+      "MZPART": "2",
+      "MINKM30": "1",
+      "MINK3045": "5",
+      "MINK4575": "3",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "4",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "40",
+      "MAANTHUI": "1",
+      "MGEMOMV": "4",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "10",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "7",
+      "MRELSA": "1",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "4",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "5",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "0",
+      "MBERHOOG": "0",
+      "MBERZELF": "5",
+      "MBERBOER": "4",
+      "MBERMIDD": "0",
+      "MBERARBG": "0",
+      "MBERARBO": "0",
+      "MSKA": "9",
+      "MSKB1": "0",
+      "MSKB2": "0",
+      "MSKC": "0",
+      "MSKD": "0",
+      "MHHUUR": "4",
+      "MHKOOP": "5",
+      "MAUT1": "6",
+      "MAUT2": "2",
+      "MAUT0": "1",
+      "MZFONDS": "5",
+      "MZPART": "4",
+      "MINKM30": "0",
+      "MINK3045": "0",
+      "MINK4575": "9",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "6",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "6",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "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": "n15",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=MGODPR, measure_col=MINK4575.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "MGODPR",
+    "measure_col": "MINK4575",
+    "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": 4.0,
+    "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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,1128 @@
+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: <planned_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: n15
+- dataset_name: N15
+- table_name: n15
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 85 feature columns and target `ABYSTAND`.
+- task_type: classification
+- target_column: ABYSTAND
+- main_row_count: 9822
+- important_fields:
+- MOSTYPE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSTYPE.
+- MAANTHUI: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAANTHUI.
+- MGEMOMV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMOMV.
+- MGEMLEEF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMLEEF.
+- MOSHOOFD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSHOOFD.
+- MGODRK: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODRK.
+- MGODPR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODPR.
+- MGODOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODOV.
+- MGODGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODGE.
+- MRELGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELGE.
+- MRELSA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELSA.
+- MRELOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELOV.
+- MFALLEEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFALLEEN.
+- MFGEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFGEKIND.
+- MFWEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFWEKIND.
+- MOPLHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLHOOG.
+- MOPLMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLMIDD.
+- MOPLLAAG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLLAAG.
+- MBERHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERHOOG.
+- MBERZELF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERZELF.
+- MBERBOER: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERBOER.
+- MBERMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERMIDD.
+- MBERARBG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBG.
+- MBERARBO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBO.
+- MSKA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKA.
+- MSKB1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB1.
+- MSKB2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB2.
+- MSKC: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKC.
+- MSKD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKD.
+- MHHUUR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHHUUR.
+- MHKOOP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHKOOP.
+- MAUT1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT1.
+- MAUT2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT2.
+- MAUT0: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT0.
+- MZFONDS: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZFONDS.
+- MZPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZPART.
+- MINKM30: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKM30.
+- MINK3045: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK3045.
+- MINK4575: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK4575.
+- MINK7512: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK7512.
+- MINK123M: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK123M.
+- MINKGEM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKGEM.
+- MKOOPKLA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MKOOPKLA.
+- PWAPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWAPART.
+- PWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWABEDR.
+- PWALAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWALAND.
+- PPERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PPERSAUT.
+- PBESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBESAUT.
+- PMOTSCO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PMOTSCO.
+- PVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PVRAAUT.
+- PAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PAANHANG.
+- PTRACTOR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PTRACTOR.
+- PWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWERKT.
+- PBROM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBROM.
+- PLEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PLEVEN.
+- PPERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPERSONG.
+- PGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PGEZONG.
+- PWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWAOREG.
+- PBRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBRAND.
+- PZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PZEILPL.
+- PPLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPLEZIER.
+- PFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PFIETS.
+- PINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PINBOED.
+- PBYSTAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBYSTAND.
+- AWAPART: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAPART.
+- AWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWABEDR.
+- AWALAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWALAND.
+- APERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for APERSAUT.
+- ABESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABESAUT.
+- AMOTSCO: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AMOTSCO.
+- AVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AVRAAUT.
+- AAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AAANHANG.
+- ATRACTOR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ATRACTOR.
+- AWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWERKT.
+- ABROM: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABROM.
+- ALEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ALEVEN.
+- APERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APERSONG.
+- AGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AGEZONG.
+- AWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAOREG.
+- ABRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ABRAND.
+- AZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AZEILPL.
+- APLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APLEZIER.
+- AFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AFIETS.
+- AINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AINBOED.
+- ABYSTAND: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for ABYSTAND.
+- CARAVAN: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for CARAVAN.
+- useful_field_combinations: [['MOSTYPE', 'MAANTHUI', 'ABYSTAND'], ['MOSTYPE', 'MOSTYPE', 'ABYSTAND']]
+- fields_requiring_caution: ['ABYSTAND']
+- source_url: https://www.openml.org/d/298
+
+SQLite schema snapshot:
+{
+  "table_name": "n15",
+  "quoted_table_name": "\"n15\"",
+  "row_count": 9822,
+  "columns": [
+    {
+      "name": "MOSTYPE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAANTHUI",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMOMV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMLEEF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOSHOOFD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODRK",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODPR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELSA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFALLEEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFGEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFWEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLLAAG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERZELF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERBOER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKC",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHHUUR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHKOOP",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZFONDS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKM30",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK3045",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK4575",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK7512",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK123M",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKGEM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MKOOPKLA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PTRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PLEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ATRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "CARAVAN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "MOSTYPE": "33",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "5",
+      "MGODOV": "1",
+      "MGODGE": "3",
+      "MRELGE": "7",
+      "MRELSA": "0",
+      "MRELOV": "2",
+      "MFALLEEN": "1",
+      "MFGEKIND": "2",
+      "MFWEKIND": "6",
+      "MOPLHOOG": "1",
+      "MOPLMIDD": "2",
+      "MOPLLAAG": "7",
+      "MBERHOOG": "1",
+      "MBERZELF": "0",
+      "MBERBOER": "1",
+      "MBERMIDD": "2",
+      "MBERARBG": "5",
+      "MBERARBO": "2",
+      "MSKA": "1",
+      "MSKB1": "1",
+      "MSKB2": "2",
+      "MSKC": "6",
+      "MSKD": "1",
+      "MHHUUR": "1",
+      "MHKOOP": "8",
+      "MAUT1": "8",
+      "MAUT2": "0",
+      "MAUT0": "1",
+      "MZFONDS": "8",
+      "MZPART": "1",
+      "MINKM30": "0",
+      "MINK3045": "4",
+      "MINK4575": "5",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "5",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "6",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "0",
+      "MFGEKIND": "4",
+      "MFWEKIND": "5",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "5",
+      "MBERARBG": "0",
+      "MBERARBO": "4",
+      "MSKA": "0",
+      "MSKB1": "2",
+      "MSKB2": "3",
+      "MSKC": "5",
+      "MSKD": "0",
+      "MHHUUR": "2",
+      "MHKOOP": "7",
+      "MAUT1": "7",
+      "MAUT2": "1",
+      "MAUT0": "2",
+      "MZFONDS": "6",
+      "MZPART": "3",
+      "MINKM30": "2",
+      "MINK3045": "0",
+      "MINK4575": "5",
+      "MINK7512": "2",
+      "MINK123M": "0",
+      "MINKGEM": "5",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "2",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "4",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "3",
+      "MRELSA": "2",
+      "MRELOV": "4",
+      "MFALLEEN": "4",
+      "MFGEKIND": "4",
+      "MFWEKIND": "2",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "7",
+      "MBERARBG": "0",
+      "MBERARBO": "2",
+      "MSKA": "0",
+      "MSKB1": "5",
+      "MSKB2": "0",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "7",
+      "MHKOOP": "2",
+      "MAUT1": "7",
+      "MAUT2": "0",
+      "MAUT0": "2",
+      "MZFONDS": "9",
+      "MZPART": "0",
+      "MINKM30": "4",
+      "MINK3045": "5",
+      "MINK4575": "0",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "3",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "1",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "9",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "3",
+      "MOSHOOFD": "3",
+      "MGODRK": "2",
+      "MGODPR": "3",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "5",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "3",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "3",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "2",
+      "MBERHOOG": "4",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "3",
+      "MBERARBG": "1",
+      "MBERARBO": "2",
+      "MSKA": "3",
+      "MSKB1": "2",
+      "MSKB2": "1",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "5",
+      "MHKOOP": "4",
+      "MAUT1": "9",
+      "MAUT2": "0",
+      "MAUT0": "0",
+      "MZFONDS": "7",
+      "MZPART": "2",
+      "MINKM30": "1",
+      "MINK3045": "5",
+      "MINK4575": "3",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "4",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "40",
+      "MAANTHUI": "1",
+      "MGEMOMV": "4",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "10",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "7",
+      "MRELSA": "1",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "4",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "5",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "0",
+      "MBERHOOG": "0",
+      "MBERZELF": "5",
+      "MBERBOER": "4",
+      "MBERMIDD": "0",
+      "MBERARBG": "0",
+      "MBERARBO": "0",
+      "MSKA": "9",
+      "MSKB1": "0",
+      "MSKB2": "0",
+      "MSKC": "0",
+      "MSKD": "0",
+      "MHHUUR": "4",
+      "MHKOOP": "5",
+      "MAUT1": "6",
+      "MAUT2": "2",
+      "MAUT0": "1",
+      "MZFONDS": "5",
+      "MZPART": "4",
+      "MINKM30": "0",
+      "MINK3045": "0",
+      "MINK4575": "9",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "6",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "6",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "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": "n15",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=MGODPR, measure_col=MINK4575.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "MGODPR",
+    "measure_col": "MINK4575",
+    "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": 4.0,
+    "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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-1193-70d1-b9b6-58343b0e14ba"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-1193-70d1-b9b6-58343b0e14ba"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-230a-7f12-b0bb-f363c37e68f8"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_08b174a71f625c5b/cli/sql_response_attempt_2.txt

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+{"type":"thread.started","thread_id":"019e40fb-230a-7f12-b0bb-f363c37e68f8"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_096d543fdafd9a01/cli/conversation.jsonl

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+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 33487, "bytes_utf8": 33487, "lines": 1130, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 584, "bytes_utf8": 584, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 23124, "cached_input_tokens": 12032, "output_tokens": 617, "reasoning_output_tokens": 441}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_096d543fdafd9a01/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "n15",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_n15_096d543fdafd9a01",
+    "api_calls": 0,
+    "input_tokens": 23124,
+    "cached_input_tokens": 12032,
+    "output_tokens": 617,
+    "total_tokens": 23741,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 19129.47,
+    "sql_execution_elapsed_ms_total": 9.1,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_096d543fdafd9a01/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_096d543fdafd9a01/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "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": "2026-05-19T15:41:28.096153+00:00",
+  "ended_at": "2026-05-19T15:41:47.225651+00:00",
+  "elapsed_ms": 19129.47,
+  "prompt_metrics": {
+    "chars": 33487,
+    "bytes_utf8": 33487,
+    "lines": 1130,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1301,
+    "bytes_utf8": 1301,
+    "lines": 5,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 584,
+      "bytes_utf8": 584,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 23124,
+      "cached_input_tokens": 12032,
+      "output_tokens": 617,
+      "reasoning_output_tokens": 441
+    }
+  },
+  "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"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_096d543fdafd9a01/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,1130 @@
+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: <planned_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: n15
+- dataset_name: N15
+- table_name: n15
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 85 feature columns and target `ABYSTAND`.
+- task_type: classification
+- target_column: ABYSTAND
+- main_row_count: 9822
+- important_fields:
+- MOSTYPE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSTYPE.
+- MAANTHUI: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAANTHUI.
+- MGEMOMV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMOMV.
+- MGEMLEEF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMLEEF.
+- MOSHOOFD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSHOOFD.
+- MGODRK: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODRK.
+- MGODPR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODPR.
+- MGODOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODOV.
+- MGODGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODGE.
+- MRELGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELGE.
+- MRELSA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELSA.
+- MRELOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELOV.
+- MFALLEEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFALLEEN.
+- MFGEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFGEKIND.
+- MFWEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFWEKIND.
+- MOPLHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLHOOG.
+- MOPLMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLMIDD.
+- MOPLLAAG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLLAAG.
+- MBERHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERHOOG.
+- MBERZELF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERZELF.
+- MBERBOER: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERBOER.
+- MBERMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERMIDD.
+- MBERARBG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBG.
+- MBERARBO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBO.
+- MSKA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKA.
+- MSKB1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB1.
+- MSKB2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB2.
+- MSKC: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKC.
+- MSKD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKD.
+- MHHUUR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHHUUR.
+- MHKOOP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHKOOP.
+- MAUT1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT1.
+- MAUT2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT2.
+- MAUT0: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT0.
+- MZFONDS: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZFONDS.
+- MZPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZPART.
+- MINKM30: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKM30.
+- MINK3045: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK3045.
+- MINK4575: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK4575.
+- MINK7512: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK7512.
+- MINK123M: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK123M.
+- MINKGEM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKGEM.
+- MKOOPKLA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MKOOPKLA.
+- PWAPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWAPART.
+- PWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWABEDR.
+- PWALAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWALAND.
+- PPERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PPERSAUT.
+- PBESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBESAUT.
+- PMOTSCO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PMOTSCO.
+- PVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PVRAAUT.
+- PAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PAANHANG.
+- PTRACTOR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PTRACTOR.
+- PWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWERKT.
+- PBROM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBROM.
+- PLEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PLEVEN.
+- PPERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPERSONG.
+- PGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PGEZONG.
+- PWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWAOREG.
+- PBRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBRAND.
+- PZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PZEILPL.
+- PPLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPLEZIER.
+- PFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PFIETS.
+- PINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PINBOED.
+- PBYSTAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBYSTAND.
+- AWAPART: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAPART.
+- AWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWABEDR.
+- AWALAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWALAND.
+- APERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for APERSAUT.
+- ABESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABESAUT.
+- AMOTSCO: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AMOTSCO.
+- AVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AVRAAUT.
+- AAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AAANHANG.
+- ATRACTOR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ATRACTOR.
+- AWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWERKT.
+- ABROM: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABROM.
+- ALEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ALEVEN.
+- APERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APERSONG.
+- AGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AGEZONG.
+- AWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAOREG.
+- ABRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ABRAND.
+- AZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AZEILPL.
+- APLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APLEZIER.
+- AFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AFIETS.
+- AINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AINBOED.
+- ABYSTAND: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for ABYSTAND.
+- CARAVAN: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for CARAVAN.
+- useful_field_combinations: [['MOSTYPE', 'MAANTHUI', 'ABYSTAND'], ['MOSTYPE', 'MOSTYPE', 'ABYSTAND']]
+- fields_requiring_caution: ['ABYSTAND']
+- source_url: https://www.openml.org/d/298
+
+SQLite schema snapshot:
+{
+  "table_name": "n15",
+  "quoted_table_name": "\"n15\"",
+  "row_count": 9822,
+  "columns": [
+    {
+      "name": "MOSTYPE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAANTHUI",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMOMV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMLEEF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOSHOOFD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODRK",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODPR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELSA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFALLEEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFGEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFWEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLLAAG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERZELF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERBOER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKC",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHHUUR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHKOOP",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZFONDS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKM30",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK3045",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK4575",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK7512",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK123M",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKGEM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MKOOPKLA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PTRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PLEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ATRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "CARAVAN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "MOSTYPE": "33",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "5",
+      "MGODOV": "1",
+      "MGODGE": "3",
+      "MRELGE": "7",
+      "MRELSA": "0",
+      "MRELOV": "2",
+      "MFALLEEN": "1",
+      "MFGEKIND": "2",
+      "MFWEKIND": "6",
+      "MOPLHOOG": "1",
+      "MOPLMIDD": "2",
+      "MOPLLAAG": "7",
+      "MBERHOOG": "1",
+      "MBERZELF": "0",
+      "MBERBOER": "1",
+      "MBERMIDD": "2",
+      "MBERARBG": "5",
+      "MBERARBO": "2",
+      "MSKA": "1",
+      "MSKB1": "1",
+      "MSKB2": "2",
+      "MSKC": "6",
+      "MSKD": "1",
+      "MHHUUR": "1",
+      "MHKOOP": "8",
+      "MAUT1": "8",
+      "MAUT2": "0",
+      "MAUT0": "1",
+      "MZFONDS": "8",
+      "MZPART": "1",
+      "MINKM30": "0",
+      "MINK3045": "4",
+      "MINK4575": "5",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "5",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "6",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "0",
+      "MFGEKIND": "4",
+      "MFWEKIND": "5",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "5",
+      "MBERARBG": "0",
+      "MBERARBO": "4",
+      "MSKA": "0",
+      "MSKB1": "2",
+      "MSKB2": "3",
+      "MSKC": "5",
+      "MSKD": "0",
+      "MHHUUR": "2",
+      "MHKOOP": "7",
+      "MAUT1": "7",
+      "MAUT2": "1",
+      "MAUT0": "2",
+      "MZFONDS": "6",
+      "MZPART": "3",
+      "MINKM30": "2",
+      "MINK3045": "0",
+      "MINK4575": "5",
+      "MINK7512": "2",
+      "MINK123M": "0",
+      "MINKGEM": "5",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "2",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "4",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "3",
+      "MRELSA": "2",
+      "MRELOV": "4",
+      "MFALLEEN": "4",
+      "MFGEKIND": "4",
+      "MFWEKIND": "2",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "7",
+      "MBERARBG": "0",
+      "MBERARBO": "2",
+      "MSKA": "0",
+      "MSKB1": "5",
+      "MSKB2": "0",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "7",
+      "MHKOOP": "2",
+      "MAUT1": "7",
+      "MAUT2": "0",
+      "MAUT0": "2",
+      "MZFONDS": "9",
+      "MZPART": "0",
+      "MINKM30": "4",
+      "MINK3045": "5",
+      "MINK4575": "0",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "3",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "1",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "9",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "3",
+      "MOSHOOFD": "3",
+      "MGODRK": "2",
+      "MGODPR": "3",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "5",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "3",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "3",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "2",
+      "MBERHOOG": "4",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "3",
+      "MBERARBG": "1",
+      "MBERARBO": "2",
+      "MSKA": "3",
+      "MSKB1": "2",
+      "MSKB2": "1",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "5",
+      "MHKOOP": "4",
+      "MAUT1": "9",
+      "MAUT2": "0",
+      "MAUT0": "0",
+      "MZFONDS": "7",
+      "MZPART": "2",
+      "MINKM30": "1",
+      "MINK3045": "5",
+      "MINK4575": "3",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "4",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "40",
+      "MAANTHUI": "1",
+      "MGEMOMV": "4",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "10",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "7",
+      "MRELSA": "1",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "4",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "5",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "0",
+      "MBERHOOG": "0",
+      "MBERZELF": "5",
+      "MBERBOER": "4",
+      "MBERMIDD": "0",
+      "MBERARBG": "0",
+      "MBERARBO": "0",
+      "MSKA": "9",
+      "MSKB1": "0",
+      "MSKB2": "0",
+      "MSKC": "0",
+      "MSKD": "0",
+      "MHHUUR": "4",
+      "MHKOOP": "5",
+      "MAUT1": "6",
+      "MAUT2": "2",
+      "MAUT0": "1",
+      "MZFONDS": "5",
+      "MZPART": "4",
+      "MINKM30": "0",
+      "MINK3045": "0",
+      "MINK4575": "9",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "6",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "6",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "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": "n15",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=MZFONDS, measure_col=MZFONDS.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "MZFONDS",
+    "measure_col": "MZFONDS",
+    "item_col": "MOSTYPE",
+    "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": 6.64,
+    "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 {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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_096d543fdafd9a01/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,5 @@
+{"type":"thread.started","thread_id":"019e40e6-31ad-73d0-a1b9-5b63c994840c"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1991379, Requested 23759. Please try again in 454ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"MZFONDS\\\", \\\"MOSTYPE\\\",\\n       SUM(CAST(\\\"MZFONDS\\\" AS REAL)) AS total_measure,\\n       SUM(CAST(\\\"MZFONDS\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"MZFONDS\\\" AS REAL))) OVER (PARTITION BY \\\"MZFONDS\\\") AS share_within_group\\nFROM \\\"n15\\\"\\nGROUP BY \\\"MZFONDS\\\", \\\"MOSTYPE\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the provided template with group_col=\\\"MZFONDS\\\", item_col=\\\"MOSTYPE\\\", and measure_col=\\\"MZFONDS\\\". Because \\\"MZFONDS\\\" is stored as TEXT in SQLite, the measure is cast to REAL before aggregation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":23124,"cached_input_tokens":12032,"output_tokens":617,"reasoning_output_tokens":441}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_096d543fdafd9a01/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"MZFONDS\", \"MOSTYPE\",\n       SUM(CAST(\"MZFONDS\" AS REAL)) AS total_measure,\n       SUM(CAST(\"MZFONDS\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"MZFONDS\" AS REAL))) OVER (PARTITION BY \"MZFONDS\") AS share_within_group\nFROM \"n15\"\nGROUP BY \"MZFONDS\", \"MOSTYPE\"\nORDER BY share_within_group DESC;","notes":"Applied the provided template with group_col=\"MZFONDS\", item_col=\"MOSTYPE\", and measure_col=\"MZFONDS\". Because \"MZFONDS\" is stored as TEXT in SQLite, the measure is cast to REAL before aggregation."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_09d85e0072607f12/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 33262, "bytes_utf8": 33262, "lines": 1128, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 1830, "bytes_utf8": 1830, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 23047, "cached_input_tokens": 12032, "output_tokens": 2806, "reasoning_output_tokens": 2158}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_09d85e0072607f12/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "n15",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_n15_09d85e0072607f12",
+    "api_calls": 0,
+    "input_tokens": 23047,
+    "cached_input_tokens": 12032,
+    "output_tokens": 2806,
+    "total_tokens": 25853,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 46796.28,
+    "sql_execution_elapsed_ms_total": 37.44,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_09d85e0072607f12/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_09d85e0072607f12/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "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": "2026-05-19T16:05:26.649306+00:00",
+  "ended_at": "2026-05-19T16:06:13.445631+00:00",
+  "elapsed_ms": 46796.28,
+  "prompt_metrics": {
+    "chars": 33262,
+    "bytes_utf8": 33262,
+    "lines": 1128,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2455,
+    "bytes_utf8": 2455,
+    "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": 1830,
+      "bytes_utf8": 1830,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 23047,
+      "cached_input_tokens": 12032,
+      "output_tokens": 2806,
+      "reasoning_output_tokens": 2158
+    }
+  },
+  "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"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_09d85e0072607f12/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,1128 @@
+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: <planned_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: n15
+- dataset_name: N15
+- table_name: n15
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 85 feature columns and target `ABYSTAND`.
+- task_type: classification
+- target_column: ABYSTAND
+- main_row_count: 9822
+- important_fields:
+- MOSTYPE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSTYPE.
+- MAANTHUI: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAANTHUI.
+- MGEMOMV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMOMV.
+- MGEMLEEF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMLEEF.
+- MOSHOOFD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSHOOFD.
+- MGODRK: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODRK.
+- MGODPR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODPR.
+- MGODOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODOV.
+- MGODGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODGE.
+- MRELGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELGE.
+- MRELSA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELSA.
+- MRELOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELOV.
+- MFALLEEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFALLEEN.
+- MFGEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFGEKIND.
+- MFWEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFWEKIND.
+- MOPLHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLHOOG.
+- MOPLMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLMIDD.
+- MOPLLAAG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLLAAG.
+- MBERHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERHOOG.
+- MBERZELF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERZELF.
+- MBERBOER: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERBOER.
+- MBERMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERMIDD.
+- MBERARBG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBG.
+- MBERARBO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBO.
+- MSKA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKA.
+- MSKB1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB1.
+- MSKB2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB2.
+- MSKC: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKC.
+- MSKD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKD.
+- MHHUUR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHHUUR.
+- MHKOOP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHKOOP.
+- MAUT1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT1.
+- MAUT2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT2.
+- MAUT0: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT0.
+- MZFONDS: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZFONDS.
+- MZPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZPART.
+- MINKM30: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKM30.
+- MINK3045: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK3045.
+- MINK4575: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK4575.
+- MINK7512: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK7512.
+- MINK123M: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK123M.
+- MINKGEM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKGEM.
+- MKOOPKLA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MKOOPKLA.
+- PWAPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWAPART.
+- PWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWABEDR.
+- PWALAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWALAND.
+- PPERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PPERSAUT.
+- PBESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBESAUT.
+- PMOTSCO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PMOTSCO.
+- PVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PVRAAUT.
+- PAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PAANHANG.
+- PTRACTOR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PTRACTOR.
+- PWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWERKT.
+- PBROM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBROM.
+- PLEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PLEVEN.
+- PPERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPERSONG.
+- PGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PGEZONG.
+- PWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWAOREG.
+- PBRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBRAND.
+- PZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PZEILPL.
+- PPLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPLEZIER.
+- PFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PFIETS.
+- PINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PINBOED.
+- PBYSTAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBYSTAND.
+- AWAPART: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAPART.
+- AWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWABEDR.
+- AWALAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWALAND.
+- APERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for APERSAUT.
+- ABESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABESAUT.
+- AMOTSCO: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AMOTSCO.
+- AVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AVRAAUT.
+- AAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AAANHANG.
+- ATRACTOR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ATRACTOR.
+- AWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWERKT.
+- ABROM: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABROM.
+- ALEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ALEVEN.
+- APERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APERSONG.
+- AGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AGEZONG.
+- AWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAOREG.
+- ABRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ABRAND.
+- AZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AZEILPL.
+- APLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APLEZIER.
+- AFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AFIETS.
+- AINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AINBOED.
+- ABYSTAND: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for ABYSTAND.
+- CARAVAN: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for CARAVAN.
+- useful_field_combinations: [['MOSTYPE', 'MAANTHUI', 'ABYSTAND'], ['MOSTYPE', 'MOSTYPE', 'ABYSTAND']]
+- fields_requiring_caution: ['ABYSTAND']
+- source_url: https://www.openml.org/d/298
+
+SQLite schema snapshot:
+{
+  "table_name": "n15",
+  "quoted_table_name": "\"n15\"",
+  "row_count": 9822,
+  "columns": [
+    {
+      "name": "MOSTYPE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAANTHUI",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMOMV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMLEEF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOSHOOFD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODRK",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODPR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELSA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFALLEEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFGEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFWEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLLAAG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERZELF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERBOER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKC",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHHUUR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHKOOP",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZFONDS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKM30",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK3045",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK4575",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK7512",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK123M",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKGEM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MKOOPKLA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PTRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PLEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ATRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "CARAVAN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "MOSTYPE": "33",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "5",
+      "MGODOV": "1",
+      "MGODGE": "3",
+      "MRELGE": "7",
+      "MRELSA": "0",
+      "MRELOV": "2",
+      "MFALLEEN": "1",
+      "MFGEKIND": "2",
+      "MFWEKIND": "6",
+      "MOPLHOOG": "1",
+      "MOPLMIDD": "2",
+      "MOPLLAAG": "7",
+      "MBERHOOG": "1",
+      "MBERZELF": "0",
+      "MBERBOER": "1",
+      "MBERMIDD": "2",
+      "MBERARBG": "5",
+      "MBERARBO": "2",
+      "MSKA": "1",
+      "MSKB1": "1",
+      "MSKB2": "2",
+      "MSKC": "6",
+      "MSKD": "1",
+      "MHHUUR": "1",
+      "MHKOOP": "8",
+      "MAUT1": "8",
+      "MAUT2": "0",
+      "MAUT0": "1",
+      "MZFONDS": "8",
+      "MZPART": "1",
+      "MINKM30": "0",
+      "MINK3045": "4",
+      "MINK4575": "5",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "5",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "6",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "0",
+      "MFGEKIND": "4",
+      "MFWEKIND": "5",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "5",
+      "MBERARBG": "0",
+      "MBERARBO": "4",
+      "MSKA": "0",
+      "MSKB1": "2",
+      "MSKB2": "3",
+      "MSKC": "5",
+      "MSKD": "0",
+      "MHHUUR": "2",
+      "MHKOOP": "7",
+      "MAUT1": "7",
+      "MAUT2": "1",
+      "MAUT0": "2",
+      "MZFONDS": "6",
+      "MZPART": "3",
+      "MINKM30": "2",
+      "MINK3045": "0",
+      "MINK4575": "5",
+      "MINK7512": "2",
+      "MINK123M": "0",
+      "MINKGEM": "5",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "2",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "4",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "3",
+      "MRELSA": "2",
+      "MRELOV": "4",
+      "MFALLEEN": "4",
+      "MFGEKIND": "4",
+      "MFWEKIND": "2",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "7",
+      "MBERARBG": "0",
+      "MBERARBO": "2",
+      "MSKA": "0",
+      "MSKB1": "5",
+      "MSKB2": "0",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "7",
+      "MHKOOP": "2",
+      "MAUT1": "7",
+      "MAUT2": "0",
+      "MAUT0": "2",
+      "MZFONDS": "9",
+      "MZPART": "0",
+      "MINKM30": "4",
+      "MINK3045": "5",
+      "MINK4575": "0",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "3",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "1",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "9",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "3",
+      "MOSHOOFD": "3",
+      "MGODRK": "2",
+      "MGODPR": "3",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "5",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "3",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "3",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "2",
+      "MBERHOOG": "4",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "3",
+      "MBERARBG": "1",
+      "MBERARBO": "2",
+      "MSKA": "3",
+      "MSKB1": "2",
+      "MSKB2": "1",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "5",
+      "MHKOOP": "4",
+      "MAUT1": "9",
+      "MAUT2": "0",
+      "MAUT0": "0",
+      "MZFONDS": "7",
+      "MZPART": "2",
+      "MINKM30": "1",
+      "MINK3045": "5",
+      "MINK4575": "3",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "4",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "40",
+      "MAANTHUI": "1",
+      "MGEMOMV": "4",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "10",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "7",
+      "MRELSA": "1",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "4",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "5",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "0",
+      "MBERHOOG": "0",
+      "MBERZELF": "5",
+      "MBERBOER": "4",
+      "MBERMIDD": "0",
+      "MBERARBG": "0",
+      "MBERARBO": "0",
+      "MSKA": "9",
+      "MSKB1": "0",
+      "MSKB2": "0",
+      "MSKC": "0",
+      "MSKD": "0",
+      "MHHUUR": "4",
+      "MHKOOP": "5",
+      "MAUT1": "6",
+      "MAUT2": "2",
+      "MAUT0": "1",
+      "MZFONDS": "5",
+      "MZPART": "4",
+      "MINKM30": "0",
+      "MINK3045": "0",
+      "MINK4575": "9",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "6",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "6",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "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": "n15",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=MGODOV, measure_col=MINK7512.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "MGODOV",
+    "measure_col": "MINK7512",
+    "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": 2.64,
+    "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 {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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_09d85e0072607f12/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-24fd-7b73-894a-a93c84733a6b"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"MGODOV\\\",\\n    CAST(\\\"MINK7512\\\" AS REAL) AS \\\"measure_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"MGODOV\\\"\\n      ORDER BY CAST(\\\"MINK7512\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (PARTITION BY \\\"MGODOV\\\") AS \\\"cnt\\\"\\n  FROM \\\"n15\\\"\\n  WHERE \\\"MGODOV\\\" IS NOT NULL\\n    AND \\\"MINK7512\\\" IS NOT NULL\\n),\\n\\\"scored\\\" AS (\\n  SELECT\\n    \\\"MGODOV\\\",\\n    \\\"measure_value\\\",\\n    \\\"rn\\\",\\n    \\\"cnt\\\",\\n    ((\\\"cnt\\\" - 1) * 0.95) + 1.0 AS \\\"pos\\\",\\n    CAST((((\\\"cnt\\\" - 1) * 0.95) + 1.0) AS INTEGER) AS \\\"lower_rn\\\",\\n    CASE\\n      WHEN (((\\\"cnt\\\" - 1) * 0.95) + 1.0) = CAST((((\\\"cnt\\\" - 1) * 0.95) + 1.0) AS INTEGER)\\n        THEN CAST((((\\\"cnt\\\" - 1) * 0.95) + 1.0) AS INTEGER)\\n      ELSE CAST((((\\\"cnt\\\" - 1) * 0.95) + 1.0) AS INTEGER) + 1\\n    END AS \\\"upper_rn\\\"\\n  FROM \\\"ranked\\\"\\n),\\n\\\"percentile_bounds\\\" AS (\\n  SELECT\\n    \\\"MGODOV\\\",\\n    MAX(\\\"cnt\\\") AS \\\"group_size\\\",\\n    MAX(\\\"pos\\\") AS \\\"pos\\\",\\n    MAX(\\\"lower_rn\\\") AS \\\"lower_rn\\\",\\n    MAX(\\\"upper_rn\\\") AS \\\"upper_rn\\\",\\n    MAX(CASE WHEN \\\"rn\\\" = \\\"lower_rn\\\" THEN \\\"measure_value\\\" END) AS \\\"lower_value\\\",\\n    MAX(CASE WHEN \\\"rn\\\" = \\\"upper_rn\\\" THEN \\\"measure_value\\\" END) AS \\\"upper_value\\\"\\n  FROM \\\"scored\\\"\\n  GROUP BY \\\"MGODOV\\\"\\n)\\nSELECT\\n  \\\"MGODOV\\\",\\n  CASE\\n    WHEN \\\"lower_rn\\\" = \\\"upper_rn\\\" THEN \\\"lower_value\\\"\\n    ELSE \\\"lower_value\\\" + ((\\\"pos\\\" - \\\"lower_rn\\\") * (\\\"upper_value\\\" - \\\"lower_value\\\"))\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"percentile_bounds\\\"\\nWHERE \\\"group_size\\\" >= 5\\nORDER BY \\\"percentile_measure\\\" DESC, \\\"MGODOV\\\";\",\"notes\":\"Emulates PERCENTILE_CONT(0.95) in SQLite with window functions and linear interpolation on CAST(\\\"MINK7512\\\" AS REAL), excluding NULLs and groups with fewer than 5 rows.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":23047,"cached_input_tokens":12032,"output_tokens":2806,"reasoning_output_tokens":2158}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_09d85e0072607f12/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"MGODOV\",\n    CAST(\"MINK7512\" AS REAL) AS \"measure_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"MGODOV\"\n      ORDER BY CAST(\"MINK7512\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (PARTITION BY \"MGODOV\") AS \"cnt\"\n  FROM \"n15\"\n  WHERE \"MGODOV\" IS NOT NULL\n    AND \"MINK7512\" IS NOT NULL\n),\n\"scored\" AS (\n  SELECT\n    \"MGODOV\",\n    \"measure_value\",\n    \"rn\",\n    \"cnt\",\n    ((\"cnt\" - 1) * 0.95) + 1.0 AS \"pos\",\n    CAST((((\"cnt\" - 1) * 0.95) + 1.0) AS INTEGER) AS \"lower_rn\",\n    CASE\n      WHEN (((\"cnt\" - 1) * 0.95) + 1.0) = CAST((((\"cnt\" - 1) * 0.95) + 1.0) AS INTEGER)\n        THEN CAST((((\"cnt\" - 1) * 0.95) + 1.0) AS INTEGER)\n      ELSE CAST((((\"cnt\" - 1) * 0.95) + 1.0) AS INTEGER) + 1\n    END AS \"upper_rn\"\n  FROM \"ranked\"\n),\n\"percentile_bounds\" AS (\n  SELECT\n    \"MGODOV\",\n    MAX(\"cnt\") AS \"group_size\",\n    MAX(\"pos\") AS \"pos\",\n    MAX(\"lower_rn\") AS \"lower_rn\",\n    MAX(\"upper_rn\") AS \"upper_rn\",\n    MAX(CASE WHEN \"rn\" = \"lower_rn\" THEN \"measure_value\" END) AS \"lower_value\",\n    MAX(CASE WHEN \"rn\" = \"upper_rn\" THEN \"measure_value\" END) AS \"upper_value\"\n  FROM \"scored\"\n  GROUP BY \"MGODOV\"\n)\nSELECT\n  \"MGODOV\",\n  CASE\n    WHEN \"lower_rn\" = \"upper_rn\" THEN \"lower_value\"\n    ELSE \"lower_value\" + ((\"pos\" - \"lower_rn\") * (\"upper_value\" - \"lower_value\"))\n  END AS \"percentile_measure\"\nFROM \"percentile_bounds\"\nWHERE \"group_size\" >= 5\nORDER BY \"percentile_measure\" DESC, \"MGODOV\";","notes":"Emulates PERCENTILE_CONT(0.95) in SQLite with window functions and linear interpolation on CAST(\"MINK7512\" AS REAL), excluding NULLs and groups with fewer than 5 rows."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0a6e3f071a0577a2/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 33251, "bytes_utf8": 33251, "lines": 1126, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 555, "bytes_utf8": 555, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 23060, "cached_input_tokens": 21888, "output_tokens": 700, "reasoning_output_tokens": 516}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0a6e3f071a0577a2/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "n15",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_n15_0a6e3f071a0577a2",
+    "api_calls": 0,
+    "input_tokens": 23060,
+    "cached_input_tokens": 21888,
+    "output_tokens": 700,
+    "total_tokens": 23760,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 22544.92,
+    "sql_execution_elapsed_ms_total": 12.43,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0a6e3f071a0577a2/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0a6e3f071a0577a2/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "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": "2026-05-19T15:47:48.640409+00:00",
+  "ended_at": "2026-05-19T15:48:11.185365+00:00",
+  "elapsed_ms": 22544.92,
+  "prompt_metrics": {
+    "chars": 33251,
+    "bytes_utf8": 33251,
+    "lines": 1126,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1610,
+    "bytes_utf8": 1610,
+    "lines": 6,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 555,
+      "bytes_utf8": 555,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 23060,
+      "cached_input_tokens": 21888,
+      "output_tokens": 700,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "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"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0a6e3f071a0577a2/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,1126 @@
+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: <planned_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: n15
+- dataset_name: N15
+- table_name: n15
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 85 feature columns and target `ABYSTAND`.
+- task_type: classification
+- target_column: ABYSTAND
+- main_row_count: 9822
+- important_fields:
+- MOSTYPE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSTYPE.
+- MAANTHUI: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAANTHUI.
+- MGEMOMV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMOMV.
+- MGEMLEEF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGEMLEEF.
+- MOSHOOFD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOSHOOFD.
+- MGODRK: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODRK.
+- MGODPR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODPR.
+- MGODOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODOV.
+- MGODGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MGODGE.
+- MRELGE: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELGE.
+- MRELSA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELSA.
+- MRELOV: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MRELOV.
+- MFALLEEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFALLEEN.
+- MFGEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFGEKIND.
+- MFWEKIND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MFWEKIND.
+- MOPLHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLHOOG.
+- MOPLMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLMIDD.
+- MOPLLAAG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MOPLLAAG.
+- MBERHOOG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERHOOG.
+- MBERZELF: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERZELF.
+- MBERBOER: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERBOER.
+- MBERMIDD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERMIDD.
+- MBERARBG: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBG.
+- MBERARBO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MBERARBO.
+- MSKA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKA.
+- MSKB1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB1.
+- MSKB2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKB2.
+- MSKC: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKC.
+- MSKD: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MSKD.
+- MHHUUR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHHUUR.
+- MHKOOP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MHKOOP.
+- MAUT1: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT1.
+- MAUT2: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT2.
+- MAUT0: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MAUT0.
+- MZFONDS: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZFONDS.
+- MZPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MZPART.
+- MINKM30: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKM30.
+- MINK3045: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK3045.
+- MINK4575: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK4575.
+- MINK7512: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK7512.
+- MINK123M: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINK123M.
+- MINKGEM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MINKGEM.
+- MKOOPKLA: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for MKOOPKLA.
+- PWAPART: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWAPART.
+- PWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWABEDR.
+- PWALAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PWALAND.
+- PPERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PPERSAUT.
+- PBESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBESAUT.
+- PMOTSCO: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PMOTSCO.
+- PVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PVRAAUT.
+- PAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PAANHANG.
+- PTRACTOR: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PTRACTOR.
+- PWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWERKT.
+- PBROM: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBROM.
+- PLEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PLEVEN.
+- PPERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPERSONG.
+- PGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PGEZONG.
+- PWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PWAOREG.
+- PBRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for PBRAND.
+- PZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PZEILPL.
+- PPLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PPLEZIER.
+- PFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PFIETS.
+- PINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PINBOED.
+- PBYSTAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for PBYSTAND.
+- AWAPART: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAPART.
+- AWABEDR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWABEDR.
+- AWALAND: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWALAND.
+- APERSAUT: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for APERSAUT.
+- ABESAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABESAUT.
+- AMOTSCO: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AMOTSCO.
+- AVRAAUT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AVRAAUT.
+- AAANHANG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AAANHANG.
+- ATRACTOR: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ATRACTOR.
+- AWERKT: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWERKT.
+- ABROM: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ABROM.
+- ALEVEN: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ALEVEN.
+- APERSONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APERSONG.
+- AGEZONG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AGEZONG.
+- AWAOREG: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AWAOREG.
+- ABRAND: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for ABRAND.
+- AZEILPL: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AZEILPL.
+- APLEZIER: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for APLEZIER.
+- AFIETS: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AFIETS.
+- AINBOED: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for AINBOED.
+- ABYSTAND: role=target, type=binary_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for ABYSTAND.
+- CARAVAN: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for CARAVAN.
+- useful_field_combinations: [['MOSTYPE', 'MAANTHUI', 'ABYSTAND'], ['MOSTYPE', 'MOSTYPE', 'ABYSTAND']]
+- fields_requiring_caution: ['ABYSTAND']
+- source_url: https://www.openml.org/d/298
+
+SQLite schema snapshot:
+{
+  "table_name": "n15",
+  "quoted_table_name": "\"n15\"",
+  "row_count": 9822,
+  "columns": [
+    {
+      "name": "MOSTYPE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAANTHUI",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMOMV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGEMLEEF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOSHOOFD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODRK",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODPR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MGODGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELGE",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELSA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MRELOV",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFALLEEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFGEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MFWEKIND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MOPLLAAG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERHOOG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERZELF",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERBOER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERMIDD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MBERARBO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKB2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKC",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MSKD",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHHUUR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MHKOOP",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MAUT0",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZFONDS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MZPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKM30",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK3045",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK4575",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK7512",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINK123M",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MINKGEM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "MKOOPKLA",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PTRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PLEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PPLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "PBYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAPART",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWABEDR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWALAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABESAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AMOTSCO",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AVRAAUT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AAANHANG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ATRACTOR",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWERKT",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABROM",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ALEVEN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APERSONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AGEZONG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AWAOREG",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABRAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AZEILPL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "APLEZIER",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AFIETS",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "AINBOED",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ABYSTAND",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "CARAVAN",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "MOSTYPE": "33",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "5",
+      "MGODOV": "1",
+      "MGODGE": "3",
+      "MRELGE": "7",
+      "MRELSA": "0",
+      "MRELOV": "2",
+      "MFALLEEN": "1",
+      "MFGEKIND": "2",
+      "MFWEKIND": "6",
+      "MOPLHOOG": "1",
+      "MOPLMIDD": "2",
+      "MOPLLAAG": "7",
+      "MBERHOOG": "1",
+      "MBERZELF": "0",
+      "MBERBOER": "1",
+      "MBERMIDD": "2",
+      "MBERARBG": "5",
+      "MBERARBO": "2",
+      "MSKA": "1",
+      "MSKB1": "1",
+      "MSKB2": "2",
+      "MSKC": "6",
+      "MSKD": "1",
+      "MHHUUR": "1",
+      "MHKOOP": "8",
+      "MAUT1": "8",
+      "MAUT2": "0",
+      "MAUT0": "1",
+      "MZFONDS": "8",
+      "MZPART": "1",
+      "MINKM30": "0",
+      "MINK3045": "4",
+      "MINK4575": "5",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "5",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "6",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "0",
+      "MFGEKIND": "4",
+      "MFWEKIND": "5",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "5",
+      "MBERARBG": "0",
+      "MBERARBO": "4",
+      "MSKA": "0",
+      "MSKB1": "2",
+      "MSKB2": "3",
+      "MSKC": "5",
+      "MSKD": "0",
+      "MHHUUR": "2",
+      "MHKOOP": "7",
+      "MAUT1": "7",
+      "MAUT2": "1",
+      "MAUT0": "2",
+      "MZFONDS": "6",
+      "MZPART": "3",
+      "MINKM30": "2",
+      "MINK3045": "0",
+      "MINK4575": "5",
+      "MINK7512": "2",
+      "MINK123M": "0",
+      "MINKGEM": "5",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "2",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "37",
+      "MAANTHUI": "1",
+      "MGEMOMV": "2",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "8",
+      "MGODRK": "0",
+      "MGODPR": "4",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "3",
+      "MRELSA": "2",
+      "MRELOV": "4",
+      "MFALLEEN": "4",
+      "MFGEKIND": "4",
+      "MFWEKIND": "2",
+      "MOPLHOOG": "0",
+      "MOPLMIDD": "5",
+      "MOPLLAAG": "4",
+      "MBERHOOG": "0",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "7",
+      "MBERARBG": "0",
+      "MBERARBO": "2",
+      "MSKA": "0",
+      "MSKB1": "5",
+      "MSKB2": "0",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "7",
+      "MHKOOP": "2",
+      "MAUT1": "7",
+      "MAUT2": "0",
+      "MAUT0": "2",
+      "MZFONDS": "9",
+      "MZPART": "0",
+      "MINKM30": "4",
+      "MINK3045": "5",
+      "MINK4575": "0",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "3",
+      "MKOOPKLA": "4",
+      "PWAPART": "2",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "1",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "9",
+      "MAANTHUI": "1",
+      "MGEMOMV": "3",
+      "MGEMLEEF": "3",
+      "MOSHOOFD": "3",
+      "MGODRK": "2",
+      "MGODPR": "3",
+      "MGODOV": "2",
+      "MGODGE": "4",
+      "MRELGE": "5",
+      "MRELSA": "2",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "3",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "3",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "2",
+      "MBERHOOG": "4",
+      "MBERZELF": "0",
+      "MBERBOER": "0",
+      "MBERMIDD": "3",
+      "MBERARBG": "1",
+      "MBERARBO": "2",
+      "MSKA": "3",
+      "MSKB1": "2",
+      "MSKB2": "1",
+      "MSKC": "4",
+      "MSKD": "0",
+      "MHHUUR": "5",
+      "MHKOOP": "4",
+      "MAUT1": "9",
+      "MAUT2": "0",
+      "MAUT0": "0",
+      "MZFONDS": "7",
+      "MZPART": "2",
+      "MINKM30": "1",
+      "MINK3045": "5",
+      "MINK4575": "3",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "4",
+      "MKOOPKLA": "4",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "6",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "2",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "1",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "0"
+    },
+    {
+      "MOSTYPE": "40",
+      "MAANTHUI": "1",
+      "MGEMOMV": "4",
+      "MGEMLEEF": "2",
+      "MOSHOOFD": "10",
+      "MGODRK": "1",
+      "MGODPR": "4",
+      "MGODOV": "1",
+      "MGODGE": "4",
+      "MRELGE": "7",
+      "MRELSA": "1",
+      "MRELOV": "2",
+      "MFALLEEN": "2",
+      "MFGEKIND": "4",
+      "MFWEKIND": "4",
+      "MOPLHOOG": "5",
+      "MOPLMIDD": "4",
+      "MOPLLAAG": "0",
+      "MBERHOOG": "0",
+      "MBERZELF": "5",
+      "MBERBOER": "4",
+      "MBERMIDD": "0",
+      "MBERARBG": "0",
+      "MBERARBO": "0",
+      "MSKA": "9",
+      "MSKB1": "0",
+      "MSKB2": "0",
+      "MSKC": "0",
+      "MSKD": "0",
+      "MHHUUR": "4",
+      "MHKOOP": "5",
+      "MAUT1": "6",
+      "MAUT2": "2",
+      "MAUT0": "1",
+      "MZFONDS": "5",
+      "MZPART": "4",
+      "MINKM30": "0",
+      "MINK3045": "0",
+      "MINK4575": "9",
+      "MINK7512": "0",
+      "MINK123M": "0",
+      "MINKGEM": "6",
+      "MKOOPKLA": "3",
+      "PWAPART": "0",
+      "PWABEDR": "0",
+      "PWALAND": "0",
+      "PPERSAUT": "0",
+      "PBESAUT": "0",
+      "PMOTSCO": "0",
+      "PVRAAUT": "0",
+      "PAANHANG": "0",
+      "PTRACTOR": "0",
+      "PWERKT": "0",
+      "PBROM": "0",
+      "PLEVEN": "0",
+      "PPERSONG": "0",
+      "PGEZONG": "0",
+      "PWAOREG": "0",
+      "PBRAND": "6",
+      "PZEILPL": "0",
+      "PPLEZIER": "0",
+      "PFIETS": "0",
+      "PINBOED": "0",
+      "PBYSTAND": "0",
+      "AWAPART": "0",
+      "AWABEDR": "0",
+      "AWALAND": "0",
+      "APERSAUT": "0",
+      "ABESAUT": "0",
+      "AMOTSCO": "0",
+      "AVRAAUT": "0",
+      "AAANHANG": "0",
+      "ATRACTOR": "0",
+      "AWERKT": "0",
+      "ABROM": "0",
+      "ALEVEN": "0",
+      "APERSONG": "0",
+      "AGEZONG": "0",
+      "AWAOREG": "0",
+      "ABRAND": "1",
+      "AZEILPL": "0",
+      "APLEZIER": "0",
+      "AFIETS": "0",
+      "AINBOED": "0",
+      "ABYSTAND": "0",
+      "CARAVAN": "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": "n15",
+  "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=MRELSA.",
+  "planned_template_id": "tpl_m4_quantile_tail_slice",
+  "bindings": {
+    "measure_col": "MRELSA",
+    "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": 3.0,
+    "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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0a6e3f071a0577a2/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,6 @@
+{"type":"thread.started","thread_id":"019e40ec-00c3-7fa2-8b33-cff5682a63de"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1980812, Requested 23695. Please try again in 135ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 23695. Please try again in 710ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_quantile_tail_slice\\nWITH \\\"buckets\\\" AS (\\n  SELECT\\n    CAST(\\\"MRELSA\\\" AS INTEGER) AS \\\"MRELSA\\\",\\n    NTILE(10) OVER (ORDER BY CAST(\\\"MRELSA\\\" AS INTEGER) DESC) AS \\\"tail_bucket\\\"\\n  FROM \\\"n15\\\"\\n  WHERE \\\"MRELSA\\\" IS NOT NULL\\n)\\nSELECT \\\"MRELSA\\\"\\nFROM \\\"buckets\\\"\\nWHERE \\\"tail_bucket\\\" = 1\\nORDER BY \\\"MRELSA\\\" DESC;\",\"notes\":\"Applied the Quantile Tail Slice template with measure_col=\\\"MRELSA\\\" and num_tiles=10. \\\"MRELSA\\\" is stored as TEXT in SQLite, so it is cast to INTEGER to preserve numeric tail ordering.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":23060,"cached_input_tokens":21888,"output_tokens":700,"reasoning_output_tokens":516}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0a6e3f071a0577a2/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_quantile_tail_slice\nWITH \"buckets\" AS (\n  SELECT\n    CAST(\"MRELSA\" AS INTEGER) AS \"MRELSA\",\n    NTILE(10) OVER (ORDER BY CAST(\"MRELSA\" AS INTEGER) DESC) AS \"tail_bucket\"\n  FROM \"n15\"\n  WHERE \"MRELSA\" IS NOT NULL\n)\nSELECT \"MRELSA\"\nFROM \"buckets\"\nWHERE \"tail_bucket\" = 1\nORDER BY \"MRELSA\" DESC;","notes":"Applied the Quantile Tail Slice template with measure_col=\"MRELSA\" and num_tiles=10. \"MRELSA\" is stored as TEXT in SQLite, so it is cast to INTEGER to preserve numeric tail ordering."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0b5e53ef206a67da/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 33889, "bytes_utf8": 33889, "lines": 1131, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 615, "bytes_utf8": 615, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 23218, "cached_input_tokens": 12032, "output_tokens": 879, "reasoning_output_tokens": 693}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0b5e53ef206a67da/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 1,
+  "usage_summary": {
+    "dataset_id": "n15",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_n15_0b5e53ef206a67da",
+    "api_calls": 0,
+    "input_tokens": 23218,
+    "cached_input_tokens": 12032,
+    "output_tokens": 879,
+    "total_tokens": 24097,
+    "cost_usd": 0.0,
+    "ai_cli_calls": 1,
+    "estimated_input_tokens": 0,
+    "estimated_output_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "ai_cli_json_usage",
+    "cli_elapsed_ms_total": 18318.43,
+    "sql_execution_elapsed_ms_total": 5.97,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0b5e53ef206a67da/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/n15/artifacts/v2q_n15_0b5e53ef206a67da/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "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": "2026-05-19T15:42:38.642640+00:00",
+  "ended_at": "2026-05-19T15:42:56.961112+00:00",
+  "elapsed_ms": 18318.43,
+  "prompt_metrics": {
+    "chars": 33889,
+    "bytes_utf8": 33889,
+    "lines": 1131,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 984,
+    "bytes_utf8": 984,
+    "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": 615,
+      "bytes_utf8": 615,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 23218,
+      "cached_input_tokens": 12032,
+      "output_tokens": 879,
+      "reasoning_output_tokens": 693
+    }
+  },
+  "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"
+}