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Query/sql/v2/runs/v2_cli_20260502_081223_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:12:01.454932+00:00",
+  "ended_at": "2026-05-19T16:12:04.641908+00:00",
+  "elapsed_ms": 3186.94,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8823,
+    "bytes_utf8": 8823,
+    "lines": 302,
+    "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_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:12:05.644371+00:00",
+  "ended_at": "2026-05-19T16:12:09.304155+00:00",
+  "elapsed_ms": 3659.74,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8823,
+    "bytes_utf8": 8823,
+    "lines": 302,
+    "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_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,302 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X11.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X11",
+    "item_col": "X12",
+    "top_k": 16,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 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}, {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_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,302 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=y, measure_col=X11.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X11",
+    "item_col": "X12",
+    "top_k": 16,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 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}, {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_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-2b35-7bf1-8e21-ee9d731f5b9f"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-2b35-7bf1-8e21-ee9d731f5b9f"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-3b98-7e21-8cf4-d3ffde7073f7"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_002bfb04c0038154/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4102-3b98-7e21-8cf4-d3ffde7073f7"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:46.549599+00:00",
+  "ended_at": "2026-05-19T16:10:49.923579+00:00",
+  "elapsed_ms": 3373.96,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8341,
+    "bytes_utf8": 8341,
+    "lines": 298,
+    "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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:10:50.925968+00:00",
+  "ended_at": "2026-05-19T16:10:54.090582+00:00",
+  "elapsed_ms": 3164.55,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8341,
+    "bytes_utf8": 8341,
+    "lines": 298,
+    "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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,298 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "y",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 5.0,
+    "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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,298 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=y.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "y",
+    "top_k": 14,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 5.0,
+    "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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-06a0-7b70-8fe0-100fff91c25b"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-06a0-7b70-8fe0-100fff91c25b"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-17ba-72b0-86c7-527384310692"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_004ca483ea0263e1/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4101-17ba-72b0-86c7-527384310692"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:23:09.649729+00:00",
+  "ended_at": "2026-05-19T16:23:13.996766+00:00",
+  "elapsed_ms": 4346.99,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8602,
+    "bytes_utf8": 8602,
+    "lines": 300,
+    "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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:23:15.000387+00:00",
+  "ended_at": "2026-05-19T16:23:21.033778+00:00",
+  "elapsed_ms": 6033.32,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8602,
+    "bytes_utf8": 8602,
+    "lines": 300,
+    "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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,300 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=y, measure_col=X10.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X10",
+    "top_k": 19,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 5.0,
+    "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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,300 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=y, measure_col=X10.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X10",
+    "top_k": 19,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 5.0,
+    "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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410c-5dca-72f1-9a78-7a42cecf5f8d"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410c-5dca-72f1-9a78-7a42cecf5f8d"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410c-7298-7283-817b-041443b89858"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_016df9bec687375b/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e410c-7298-7283-817b-041443b89858"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:29:26.664028+00:00",
+  "ended_at": "2026-05-19T16:29:30.052754+00:00",
+  "elapsed_ms": 3388.69,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8590,
+    "bytes_utf8": 8590,
+    "lines": 300,
+    "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_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:29:31.055141+00:00",
+  "ended_at": "2026-05-19T16:29:34.385951+00:00",
+  "elapsed_ms": 3330.75,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8590,
+    "bytes_utf8": 8590,
+    "lines": 300,
+    "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_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,300 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_thresholded_group_ranking",
+    "template_name": "Thresholded Group Ranking",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n6",
+  "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X5.",
+  "planned_template_id": "tpl_tpch_thresholded_group_ranking",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X5",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 6.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,300 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "0"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_thresholded_group_ranking",
+    "template_name": "Thresholded Group Ranking",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "n6",
+  "question": "Use template Thresholded Group Ranking to probe tail_set_consistency with semantic role filtered_stable_view. Focus on group_col=y, measure_col=X5.",
+  "planned_template_id": "tpl_tpch_thresholded_group_ranking",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X5",
+    "top_k": 17,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 6.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nHAVING SUM({measure_col}) > {measure_threshold}\nORDER BY total_measure DESC\nLIMIT {top_k};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4112-1e61-7173-9c05-fa11496f4c24"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4112-1e61-7173-9c05-fa11496f4c24"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4112-2f9c-7c31-a868-13dcaef56233"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_037be27a63d1587d/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4112-2f9c-7c31-a868-13dcaef56233"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:13:48.115127+00:00",
+  "ended_at": "2026-05-19T16:13:51.802839+00:00",
+  "elapsed_ms": 3687.66,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8825,
+    "bytes_utf8": 8825,
+    "lines": 302,
+    "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_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:13:52.804774+00:00",
+  "ended_at": "2026-05-19T16:13:55.667767+00:00",
+  "elapsed_ms": 2862.96,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 8825,
+    "bytes_utf8": 8825,
+    "lines": 302,
+    "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_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,302 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X2.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X2",
+    "item_col": "X3",
+    "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": 5.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,302 @@
+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: n6
+- dataset_name: Beed: Bangalore Eeg Epilepsy Dataset
+- table_name: n6
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 16 feature columns and target `y`.
+- task_type: classification
+- target_column: y
+- main_row_count: 8000
+- important_fields:
+- X1: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X1.
+- X2: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X2.
+- X3: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X3.
+- X4: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X4.
+- X5: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X5.
+- X6: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X6.
+- X7: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X7.
+- X8: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X8.
+- X9: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X9.
+- X10: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X10.
+- X11: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X11.
+- X12: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X12.
+- X13: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X13.
+- X14: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X14.
+- X15: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X15.
+- X16: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for X16.
+- y: role=target, type=categorical_ordinal_target. ordered=['0', '1', '2', '3'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for y.
+- useful_field_combinations: [['y', 'X1', 'y'], ['X1', 'X2', 'y']]
+- fields_requiring_caution: ['y', 'X1', 'X2', 'X3']
+- source_url: https://archive.ics.uci.edu/dataset/1134/beed:+bangalore+eeg+epilepsy+dataset
+
+SQLite schema snapshot:
+{
+  "table_name": "n6",
+  "quoted_table_name": "\"n6\"",
+  "row_count": 8000,
+  "columns": [
+    {
+      "name": "X1",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X2",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X3",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X4",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X5",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X6",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X7",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X8",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X9",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X10",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X11",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X12",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X13",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X14",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X15",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "X16",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "y",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "X1": "4",
+      "X2": "7",
+      "X3": "18",
+      "X4": "25",
+      "X5": "28",
+      "X6": "27",
+      "X7": "20",
+      "X8": "10",
+      "X9": "-10",
+      "X10": "-18",
+      "X11": "-20",
+      "X12": "-16",
+      "X13": "13",
+      "X14": "32",
+      "X15": "12",
+      "X16": "10",
+      "y": "0"
+    },
+    {
+      "X1": "87",
+      "X2": "114",
+      "X3": "120",
+      "X4": "106",
+      "X5": "76",
+      "X6": "54",
+      "X7": "28",
+      "X8": "5",
+      "X9": "-19",
+      "X10": "-49",
+      "X11": "-85",
+      "X12": "-102",
+      "X13": "-100",
+      "X14": "-89",
+      "X15": "-61",
+      "X16": "-21",
+      "y": "0"
+    },
+    {
+      "X1": "-131",
+      "X2": "-133",
+      "X3": "-140",
+      "X4": "-131",
+      "X5": "-123",
+      "X6": "-108",
+      "X7": "-58",
+      "X8": "-51",
+      "X9": "-70",
+      "X10": "-77",
+      "X11": "-76",
+      "X12": "-76",
+      "X13": "-73",
+      "X14": "-57",
+      "X15": "-40",
+      "X16": "-14",
+      "y": "0"
+    },
+    {
+      "X1": "68",
+      "X2": "104",
+      "X3": "73",
+      "X4": "34",
+      "X5": "-12",
+      "X6": "-26",
+      "X7": "-38",
+      "X8": "-36",
+      "X9": "-67",
+      "X10": "-88",
+      "X11": "-25",
+      "X12": "31",
+      "X13": "18",
+      "X14": "-4",
+      "X15": "6",
+      "X16": "-29",
+      "y": "0"
+    },
+    {
+      "X1": "-67",
+      "X2": "-90",
+      "X3": "-97",
+      "X4": "-94",
+      "X5": "-86",
+      "X6": "-71",
+      "X7": "-43",
+      "X8": "-11",
+      "X9": "23",
+      "X10": "46",
+      "X11": "58",
+      "X12": "50",
+      "X13": "39",
+      "X14": "19",
+      "X15": "-9",
+      "X16": "-41",
+      "y": "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": "n6",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=y, measure_col=X2.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "y",
+    "measure_col": "X2",
+    "item_col": "X3",
+    "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": 5.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-cbc1-7c91-9b67-2bd2606f8187"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-cbc1-7c91-9b67-2bd2606f8187"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-de1d-7913-8df2-b487e16d3429"}
+{"type":"turn.started"}
+{"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_f/n6/artifacts/v2q_n6_043d104aa126e1ac/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e4103-de1d-7913-8df2-b487e16d3429"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}