diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..31ba937e60fb59cbe0b0745b9b606b4473ebf2d4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:33.662471+00:00", + "ended_at": "2026-05-19T16:15:36.445233+00:00", + "elapsed_ms": 2782.74, + "returncode": 1, + "prompt_metrics": { + "chars": 21129, + "bytes_utf8": 21129, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..022a818bce84c1d80407c209cb7b7223848e97ce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:37.447308+00:00", + "ended_at": "2026-05-19T16:15:41.242494+00:00", + "elapsed_ms": 3795.15, + "returncode": 1, + "prompt_metrics": { + "chars": 21129, + "bytes_utf8": 21129, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b367aed7ffc84dcb468e95980cecd335ae55c1b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Admission grade.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Admission grade", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 134.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9b367aed7ffc84dcb468e95980cecd335ae55c1b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Admission grade.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Admission grade", + "top_k": 12, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 134.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a282ebc65a5a58a0974ea63cb0c197a1650b0e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-681b-75b1-bee2-e26e737af3f7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0cfc3c907d24b708d280b4d0cebedadee353acf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-681b-75b1-bee2-e26e737af3f7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..40e0efee4d5683f5197b7be987e9006e017042c1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-76da-76f3-806e-9df43fe67e00"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4645952b37b90f1e2b24dd12c0dcd569ea47c6e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-76da-76f3-806e-9df43fe67e00"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00914051956d6447/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5256375a7f8c034ff8912c7da5fa1b739c241227 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:22.344290+00:00", + "ended_at": "2026-05-19T16:26:26.001798+00:00", + "elapsed_ms": 3657.46, + "returncode": 1, + "prompt_metrics": { + "chars": 20988, + "bytes_utf8": 20988, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ced7020ee9422f4f3e345721c73d5b24152757d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:27.007091+00:00", + "ended_at": "2026-05-19T16:26:30.273558+00:00", + "elapsed_ms": 3266.39, + "returncode": 1, + "prompt_metrics": { + "chars": 20988, + "bytes_utf8": 20988, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22da8f759aed494751f68de349196af470e818b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Curricular units 1st sem (approved).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (approved)", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..22da8f759aed494751f68de349196af470e818b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Curricular units 1st sem (approved).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (approved)", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4329ceb373762e27ed3c9a3b1ab8a8b069b84112 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-4e92-7d90-8b3e-3b2db7b28e81"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..85b12589938b3046ab2c808b700e49849f1f00fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-4e92-7d90-8b3e-3b2db7b28e81"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..73aab7f1df8ea9b341ef5486e890596c72e7748d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-60bf-79f1-abd1-80de1ecc1d4f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bb11ea61b9d5cd17b48e63996ef30e67946ee97 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-60bf-79f1-abd1-80de1ecc1d4f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_00f186cf319e5798/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d3c0be939c8e8e1b2038efef6642ddac3ad7a414 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/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": "2026-05-19T16:20:13.242259+00:00", + "ended_at": "2026-05-19T16:20:16.460257+00:00", + "elapsed_ms": 3217.98, + "returncode": 1, + "prompt_metrics": { + "chars": 21204, + "bytes_utf8": 21204, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..925cb6d5b63c397f76fdee7518a353a8280f4957 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/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": "2026-05-19T16:20:17.461895+00:00", + "ended_at": "2026-05-19T16:20:20.310332+00:00", + "elapsed_ms": 2848.41, + "returncode": 1, + "prompt_metrics": { + "chars": 21204, + "bytes_utf8": 21204, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..10d7e14af91c12410be731c5dd7eab04d0a5bfe8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (approved), measure_col=Previous qualification.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (approved)", + "measure_col": "Previous qualification", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..10d7e14af91c12410be731c5dd7eab04d0a5bfe8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (approved), measure_col=Previous qualification.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (approved)", + "measure_col": "Previous qualification", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cbfbea7b34ca355f9f810e32809c13b179afa33f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-ac24-7d91-9045-613235eac723"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..61a78554b387a7792743a3bffddbd42ed2e8b438 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-ac24-7d91-9045-613235eac723"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3cf5c7e68c3ae516859ad7c64f5cecd1299712ad --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-bcd4-7c60-8526-402ba2ca769b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..05301b1cd0dd32ebd63ed47ec0f7ea2de93703ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-bcd4-7c60-8526-402ba2ca769b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_045be7ae4477d27f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..45cd0574153230d07397c4c4cf810a5fec1c740c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:24.938883+00:00", + "ended_at": "2026-05-19T16:16:28.982055+00:00", + "elapsed_ms": 4043.07, + "returncode": 1, + "prompt_metrics": { + "chars": 21601, + "bytes_utf8": 21601, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e57f9f23bd8d3626a49ff45182bb7902ced229bc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:29.985552+00:00", + "ended_at": "2026-05-19T16:16:34.712612+00:00", + "elapsed_ms": 4726.99, + "returncode": 1, + "prompt_metrics": { + "chars": 21601, + "bytes_utf8": 21601, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a525fe9f8254c46cbb4fd901a6a23734156daa43 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Father's qualification, measure_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Curricular units 1st sem (without evaluations)", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a525fe9f8254c46cbb4fd901a6a23734156daa43 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Father's qualification, measure_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Curricular units 1st sem (without evaluations)", + "top_k": 14, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1d3531f5fd1c49b7c8181998df94a5e14f080a64 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-30e5-7f90-b360-9d910366718e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f23f7658bcebe4da9dae05175f5d070ffa73d6c6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-30e5-7f90-b360-9d910366718e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7779df011fbe2019140ffa385fdcc5d5ee6afad8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-448c-78b3-b483-a17bb3b227e7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3483c11552f76cf617808c403246cba9b8a16d4e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-448c-78b3-b483-a17bb3b227e7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0535442dfb9736a9/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..edfa6283a0d1067d6af75db2b86e591af95ced77 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:21.197740+00:00", + "ended_at": "2026-05-19T16:09:24.379715+00:00", + "elapsed_ms": 3181.95, + "returncode": 1, + "prompt_metrics": { + "chars": 20871, + "bytes_utf8": 20871, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..46088eaa355a6f7099bd91bd2f866cc8d4974d31 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:25.383107+00:00", + "ended_at": "2026-05-19T16:09:28.469231+00:00", + "elapsed_ms": 3086.08, + "returncode": 1, + "prompt_metrics": { + "chars": 20871, + "bytes_utf8": 20871, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a84ab4f17240bed65680dfb2417673cadad83b85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Age at enrollment.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Age at enrollment", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a84ab4f17240bed65680dfb2417673cadad83b85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Age at enrollment.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Age at enrollment", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..85cee5ad7c8091e743ecc95dec01e1c97c541805 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-b92b-7243-be39-49f394764302"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cdce2b8e53b7b96242a2e0d8b7cbf3b9c27448a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-b92b-7243-be39-49f394764302"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e4cf4632ba124b2c921bddebe173ced256fc3eab --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-c992-7113-9a13-492f12cfd03a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7cf7cdc5b6cc2a6eb55c7e0269e51ea1bf316429 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-c992-7113-9a13-492f12cfd03a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_06f2094110fcaa4e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e5c1171251ac4080376d2ce7ad9f82c7214a68ab --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:40.011702+00:00", + "ended_at": "2026-05-19T16:21:43.359461+00:00", + "elapsed_ms": 3347.73, + "returncode": 1, + "prompt_metrics": { + "chars": 21196, + "bytes_utf8": 21196, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fa356044ea0a515c9277ac5c65fc50490df33bbc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:44.362336+00:00", + "ended_at": "2026-05-19T16:21:47.680638+00:00", + "elapsed_ms": 3318.25, + "returncode": 1, + "prompt_metrics": { + "chars": 21196, + "bytes_utf8": 21196, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..51e2193f0c9036057430040bcae1b1fb22d0f71d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 2nd sem (approved), measure_col=Mother's occupation.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "measure_col": "Mother's occupation", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..51e2193f0c9036057430040bcae1b1fb22d0f71d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 2nd sem (approved), measure_col=Mother's occupation.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "measure_col": "Mother's occupation", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e515dd210c84e010f1b8ed08c17f4cc0d82f81f3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-ff4b-76c2-8b19-124c2948b13e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c94778828c88e54988d3c7e580138c0eab0634ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-ff4b-76c2-8b19-124c2948b13e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..afdbb8977218bea55b86ca8e7f272583f8975889 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-1051-7471-a2c6-bb1e7f43760c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5586b6910e48e5a3907322ecc77d508e1227494 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-1051-7471-a2c6-bb1e7f43760c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_0b194999b6c85e17/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e9dea6b4a473d7d7530c2726c99ea1ad4fbe150d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/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": "2026-05-19T16:13:41.066626+00:00", + "ended_at": "2026-05-19T16:13:44.338789+00:00", + "elapsed_ms": 3272.14, + "returncode": 1, + "prompt_metrics": { + "chars": 21332, + "bytes_utf8": 21332, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6fda17cfa7d9d833afb9478bc597d84b5adb8acd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/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": "2026-05-19T16:13:45.341006+00:00", + "ended_at": "2026-05-19T16:13:48.203239+00:00", + "elapsed_ms": 2862.2, + "returncode": 1, + "prompt_metrics": { + "chars": 21332, + "bytes_utf8": 21332, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..44bbef08feca5ee0db31984385c272f252487f3e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (credited).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (credited)", + "predicate_col": "Admission grade", + "predicate_op": ">=", + "predicate_value": 134.8, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..44bbef08feca5ee0db31984385c272f252487f3e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (credited).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (credited)", + "predicate_col": "Admission grade", + "predicate_op": ">=", + "predicate_value": 134.8, + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fac607c53c63a0583ebfd50c91baa7e73af0184b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-b050-7413-8f44-4983a9d01e8a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..21aefd325408a186932520d1a47b39251563bb15 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-b050-7413-8f44-4983a9d01e8a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cca27e18fba354c9ee553fc36ec7d7778cafe4b7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-c130-7f31-aed8-91db0d35cac0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..41d555fd81f2037a54498784f3f14667b91bb285 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-c130-7f31-aed8-91db0d35cac0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_12910cc09165f4a3/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f8e25ef8a32f8ded97b244657ca94cd6fd261e61 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/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": "2026-05-19T16:05:41.354275+00:00", + "ended_at": "2026-05-19T16:05:59.062341+00:00", + "elapsed_ms": 17708.04, + "returncode": 1, + "prompt_metrics": { + "chars": 20967, + "bytes_utf8": 20967, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..12ba149e65d410c596a66f22454142bf8def07c4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/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": "2026-05-19T16:06:00.064326+00:00", + "ended_at": "2026-05-19T16:06:03.481448+00:00", + "elapsed_ms": 3417.09, + "returncode": 1, + "prompt_metrics": { + "chars": 20967, + "bytes_utf8": 20967, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..68b82c501d8492aff5580ea3b997031cbe194273 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Marital status, measure_col=Marital status.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Marital status", + "measure_col": "Marital status", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..68b82c501d8492aff5580ea3b997031cbe194273 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Marital status, measure_col=Marital status.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Marital status", + "measure_col": "Marital status", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b435d077d8bcfe5a531374e69ef0401aaf32d4a7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-5e5e-7973-bd2f-656b2841b54e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4b6d1b9836886cd3922ec6d5b720df81e87f9d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-5e5e-7973-bd2f-656b2841b54e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a6236d7cfbc12f8dc9231f5c5b1f74ce3b56c1d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-a7a6-7f30-8ff0-84af9c893f29"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8d3354e1efd16b1e532198f1a868cb4e7faf0ba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-a7a6-7f30-8ff0-84af9c893f29"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_177a64aff59ef806/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6ac7ef88e19588343446a77a7be7feba87cd1b55 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:30.517694+00:00", + "ended_at": "2026-05-19T16:17:33.526229+00:00", + "elapsed_ms": 3008.49, + "returncode": 1, + "prompt_metrics": { + "chars": 21561, + "bytes_utf8": 21561, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f7dff87535ef38f01ea81bed9fea845403355515 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:34.529472+00:00", + "ended_at": "2026-05-19T16:17:38.031410+00:00", + "elapsed_ms": 3501.88, + "returncode": 1, + "prompt_metrics": { + "chars": 21561, + "bytes_utf8": 21561, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..35cf6e557f6acc92e12af69344c157540ad924aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Displaced, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Displaced", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..35cf6e557f6acc92e12af69344c157540ad924aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Displaced, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Displaced", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..be5702d2e3a11fc5a2c3ed752fec3894478f4ca3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-30f4-76a0-a957-72df14e534fc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..08fba6cde3578813deaba241d0e5478d4e443b2f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-30f4-76a0-a957-72df14e534fc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3d5d629b365955ceb071909c045fd1022ebf63b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-40b8-7ec0-b284-3b7751d96abb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5dad050f99f7b2a8f2057e93e1195cebc0213e13 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-40b8-7ec0-b284-3b7751d96abb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_18dea869377afe36/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3398e98fa014855927671aada853f42bf449fa19 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:04.101607+00:00", + "ended_at": "2026-05-19T16:22:07.845475+00:00", + "elapsed_ms": 3743.84, + "returncode": 1, + "prompt_metrics": { + "chars": 21223, + "bytes_utf8": 21223, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fa42da472b09b8ce5186ec760d6770beb1d0eff4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:08.848161+00:00", + "ended_at": "2026-05-19T16:22:14.683377+00:00", + "elapsed_ms": 5835.16, + "returncode": 1, + "prompt_metrics": { + "chars": 21223, + "bytes_utf8": 21223, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f12e20ea42fa99ed4abeaa74b42672eab44c38e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9f12e20ea42fa99ed4abeaa74b42672eab44c38e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 16, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a35c3e60fc4edb2e19ce74edafb1b7d27fbdacb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-5d5c-79b2-956e-3aac446015f6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f56e1a4e5df34501e75c56e8b1f8df90f64abe2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-5d5c-79b2-956e-3aac446015f6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f8294ede11d2e1298225e8586d11038616c61113 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-701f-7320-bfcc-35339f6e2a4e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..70b975f2bd1a83edbc8060a8dae36320ee137482 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-701f-7320-bfcc-35339f6e2a4e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1e11ae001fe5d238/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fa270a21cf23388286e481edf99a5b4c58dcdf45 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/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": "2026-05-19T16:10:09.928847+00:00", + "ended_at": "2026-05-19T16:10:13.283453+00:00", + "elapsed_ms": 3354.58, + "returncode": 1, + "prompt_metrics": { + "chars": 21455, + "bytes_utf8": 21455, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4797f3c2f77fcf422c80950fd9b27e27843da683 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/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": "2026-05-19T16:10:14.285432+00:00", + "ended_at": "2026-05-19T16:10:17.356460+00:00", + "elapsed_ms": 3070.99, + "returncode": 1, + "prompt_metrics": { + "chars": 21455, + "bytes_utf8": 21455, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4928a176bbee27916f1b024a2bbce5d85e364e3b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Inflation rate", + "item_col": "Curricular units 1st sem (evaluations)", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4928a176bbee27916f1b024a2bbce5d85e364e3b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Inflation rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Inflation rate", + "item_col": "Curricular units 1st sem (evaluations)", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0089e3977ccb996e86c6f5291491f99dbd960630 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-778d-72b1-930e-0e7bce8f4f91"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4b9e43f11a008a5905f38b3b69368d5022b35aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-778d-72b1-930e-0e7bce8f4f91"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..972c6bf3111e6f5ee3d31d33baba20bd6a7c8313 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-888a-7933-aad4-3801d21902f1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..303d0a7553e822e78a641d9995280962c32b8158 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-888a-7933-aad4-3801d21902f1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f21cd5e2891e122/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..59f3182a2ddf3216c5fa846ce507502489f36882 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/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": "2026-05-19T16:12:17.107431+00:00", + "ended_at": "2026-05-19T16:12:19.972566+00:00", + "elapsed_ms": 2865.1, + "returncode": 1, + "prompt_metrics": { + "chars": 21375, + "bytes_utf8": 21375, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..56204d65732a630dbc6e9409ee804b219d595e21 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/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": "2026-05-19T16:12:20.975301+00:00", + "ended_at": "2026-05-19T16:12:24.019975+00:00", + "elapsed_ms": 3044.62, + "returncode": 1, + "prompt_metrics": { + "chars": 21375, + "bytes_utf8": 21375, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..19e3892808cf06637da94937255fab1f49ab6ad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, measure_col=Nacionality.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Application mode", + "measure_col": "Nacionality", + "item_col": "Nacionality", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..19e3892808cf06637da94937255fab1f49ab6ad3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Application mode, measure_col=Nacionality.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Application mode", + "measure_col": "Nacionality", + "item_col": "Nacionality", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..789de018a9fccb3ec1a28e6b4d3c234991c6dad0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-684f-74d2-932b-80629c6ebfc0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..175fecc916d367c6850ffb96c8cfbfeb53adc1d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-684f-74d2-932b-80629c6ebfc0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f766ce6d0baa0ee5fc830d9fc8834a7e63a470fd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-7765-7723-a487-be206b09f1d1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3530e9d80b6b90887ac5cb0eedd478df41f58725 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-7765-7723-a487-be206b09f1d1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_1f4581b0b58836f3/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b974a534182d6f5e3dd5d234cda6457aa3867692 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:27.099888+00:00", + "ended_at": "2026-05-19T16:14:30.118727+00:00", + "elapsed_ms": 3018.81, + "returncode": 1, + "prompt_metrics": { + "chars": 21332, + "bytes_utf8": 21332, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e696c0ec951623d17967793034cf12832e998afc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:31.120696+00:00", + "ended_at": "2026-05-19T16:14:34.546661+00:00", + "elapsed_ms": 3425.92, + "returncode": 1, + "prompt_metrics": { + "chars": 21332, + "bytes_utf8": 21332, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..293404c31c1f01e4f7230147a53340b79db5ab21 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (enrolled)", + "predicate_col": "Scholarship holder", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..293404c31c1f01e4f7230147a53340b79db5ab21 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 2nd sem (enrolled)", + "predicate_col": "Scholarship holder", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b28aa00d202c0d8ae551f4d4f201a854517878ae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-641a-7d21-a70e-987100a90c60"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c867c46e65090b61857f40427e47b4742d75b64b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-641a-7d21-a70e-987100a90c60"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..61532b2c3c080d1a4009399eb906f769ed96ce9d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-73d6-7ce0-b3bf-333e6b447246"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb6c2f706c90a53b411ed9a94e05bb9630246e86 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-73d6-7ce0-b3bf-333e6b447246"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_21b993b0b5812878/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..373639e1bd7c21398d161d525592303dd99b79c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:38.441260+00:00", + "ended_at": "2026-05-19T16:11:42.484745+00:00", + "elapsed_ms": 4043.46, + "returncode": 1, + "prompt_metrics": { + "chars": 21401, + "bytes_utf8": 21401, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..624b1e564fc7676f137c89405b0fde159421649a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:43.486627+00:00", + "ended_at": "2026-05-19T16:11:46.626823+00:00", + "elapsed_ms": 3140.17, + "returncode": 1, + "prompt_metrics": { + "chars": 21401, + "bytes_utf8": 21401, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea139bc3bef3214723219c09bcc537a54b2cb153 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, measure_col=Previous qualification.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea139bc3bef3214723219c09bcc537a54b2cb153 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Target, measure_col=Previous qualification.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2310e6d11087042e0c2ede45e71b753ddf2bdf9e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-d154-7572-97fd-66a491f57ac4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d8b1bc90feb3e433d2d14185ba5c9b001db59ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-d154-7572-97fd-66a491f57ac4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ae02c372c0f0a391f5510735d69d16609cbf8f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-e4fc-71f2-b775-3ad7687fb18e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ddee06f3c19bff6690f1e1345c139b03721dda16 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-e4fc-71f2-b775-3ad7687fb18e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2500a1dc1c4154b7/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0f4b062c62528806229b23ebc0881c56ebbddd8e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:05.345255+00:00", + "ended_at": "2026-05-19T16:26:09.542145+00:00", + "elapsed_ms": 4196.84, + "returncode": 1, + "prompt_metrics": { + "chars": 20995, + "bytes_utf8": 20995, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1c54aca8e7e434c3ddc272caf9bd9fd6a9d9e17f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:10.545732+00:00", + "ended_at": "2026-05-19T16:26:14.069774+00:00", + "elapsed_ms": 3523.97, + "returncode": 1, + "prompt_metrics": { + "chars": 20995, + "bytes_utf8": 20995, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a85ced02de8b15cd922d17454a7ee68c7fcf4089 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Curricular units 1st sem (evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (evaluations)", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a85ced02de8b15cd922d17454a7ee68c7fcf4089 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Curricular units 1st sem (evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (evaluations)", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1aa822796c4ef2c7c93d2eaa375a220bd73c7b2c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-0c00-7912-a20c-91e865f413ec"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d9978aadfb8666b4ee2a4f0688eb6864772b5811 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-0c00-7912-a20c-91e865f413ec"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bb770ff2af3358e987f17837319f4180bb4e0c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-2068-7742-9eeb-3452a9e16a26"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a7298a3613bcb21737fc5b495050d1d5a02c98a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-2068-7742-9eeb-3452a9e16a26"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2508196878bcfa94/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0ece78ab7e86bfc1b7274aaa921aa21189140559 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/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": "2026-05-19T16:13:55.746373+00:00", + "ended_at": "2026-05-19T16:13:58.828580+00:00", + "elapsed_ms": 3082.18, + "returncode": 1, + "prompt_metrics": { + "chars": 21350, + "bytes_utf8": 21350, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dd4e864c00e4736c18639997c83da08e387b99f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/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": "2026-05-19T16:13:59.831308+00:00", + "ended_at": "2026-05-19T16:14:02.873366+00:00", + "elapsed_ms": 3042.01, + "returncode": 1, + "prompt_metrics": { + "chars": 21350, + "bytes_utf8": 21350, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c931aca4acb5c216b225c67a2a7c0d406025eb79 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (evaluations).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (evaluations)", + "predicate_col": "Educational special needs", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c931aca4acb5c216b225c67a2a7c0d406025eb79 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (evaluations).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (evaluations)", + "predicate_col": "Educational special needs", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f0142d7663588fd1e9f4e58ccd4a39464bc7e15 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-e995-7163-ba2a-a13dce8ec724"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..289d97d469734eafd32323408c4198a11c93e736 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-e995-7163-ba2a-a13dce8ec724"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..417ab8a359746b2d3b81b2e437c06d5dc8ad213d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-f99a-7651-ae2a-42babfcf181d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc1133b3e7a7834b8fd9cd70f366c907198d1350 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-f99a-7651-ae2a-42babfcf181d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_26374e80eb0b951c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6b0440699b422905f9e98734adc1acddfac89d57 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:58.324805+00:00", + "ended_at": "2026-05-19T16:28:01.543676+00:00", + "elapsed_ms": 3218.82, + "returncode": 1, + "prompt_metrics": { + "chars": 21011, + "bytes_utf8": 21011, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..225418e1fa0f166dbf2e3eb26c63fb397ff828f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:02.548424+00:00", + "ended_at": "2026-05-19T16:28:05.867966+00:00", + "elapsed_ms": 3319.45, + "returncode": 1, + "prompt_metrics": { + "chars": 21011, + "bytes_utf8": 21011, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca1549e3622370e36bdf4969f776669b6b3877aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca1549e3622370e36bdf4969f776669b6b3877aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2038de253dc3b5f8a62ceeea62192fa44ae8478 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-c586-74e3-883f-85a223bb7588"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1108252a01abb69b3fcc0b85ed04688c91d2c832 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-c586-74e3-883f-85a223bb7588"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d388d153b5eb909ae5e6b4bf515a2a10d1bef61f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-d5f5-7c52-96c3-2ccc48adf2e1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0f2575d4be1490668919b3ceda1178d9227c0b4d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-d5f5-7c52-96c3-2ccc48adf2e1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_2cbe62385689defe/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c8e47132c7d59d9df65473b079fb8e9947149d45 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/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": "2026-05-19T16:10:46.122946+00:00", + "ended_at": "2026-05-19T16:10:51.277760+00:00", + "elapsed_ms": 5154.77, + "returncode": 1, + "prompt_metrics": { + "chars": 21462, + "bytes_utf8": 21462, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cf720768aaa4db3c8459550f3bfb160c812f69ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/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": "2026-05-19T16:10:52.280454+00:00", + "ended_at": "2026-05-19T16:10:55.456611+00:00", + "elapsed_ms": 3176.12, + "returncode": 1, + "prompt_metrics": { + "chars": 21462, + "bytes_utf8": 21462, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dd1fe7b6ac248ef8b6628b584dd5e973c0945ce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "measure_col": "Marital status", + "item_col": "Curricular units 1st sem (grade)", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dd1fe7b6ac248ef8b6628b584dd5e973c0945ce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (without evaluations), measure_col=Marital status.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (without evaluations)", + "measure_col": "Marital status", + "item_col": "Curricular units 1st sem (grade)", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..35110b6369e52f484b9a02b708f3b0a62b79d446 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-04e7-7900-a2eb-21367d1f6e6e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0a7e679f0b6a90b33768b08dcbb6577660d63a01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-04e7-7900-a2eb-21367d1f6e6e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca400061bda0565816e0df2e512a265422d8ddda --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-1d00-7361-9c74-a39fd3b73d00"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..181899a41d39714a44d810acfd1698bdceb24747 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-1d00-7361-9c74-a39fd3b73d00"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30245207ad5ec01a/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4a3a461aa0032b950ae2769221a040499cfa2d23 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:22.132325+00:00", + "ended_at": "2026-05-19T16:30:25.489065+00:00", + "elapsed_ms": 3356.69, + "returncode": 1, + "prompt_metrics": { + "chars": 21068, + "bytes_utf8": 21068, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d8b73d55290bd317f6f29483f2712e242b80d465 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:26.492526+00:00", + "ended_at": "2026-05-19T16:30:30.101467+00:00", + "elapsed_ms": 3608.88, + "returncode": 1, + "prompt_metrics": { + "chars": 21068, + "bytes_utf8": 21068, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..07f59633aaec8998b1b9cf6641ee51b6b18d1468 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..07f59633aaec8998b1b9cf6641ee51b6b18d1468 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..30ac446fa41dc82d5d89b73da7b74df340faf0e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-f743-71f1-a3b7-96b94f28da80"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..46210f7eca6eca02c0658188bc4ca54bf4cee434 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-f743-71f1-a3b7-96b94f28da80"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..527b1df75609474073348555d954a946f7f278d3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4113-0830-7231-b952-6b6ea4fee3ee"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f023acc0985e110a551aa6426184b8f790250b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4113-0830-7231-b952-6b6ea4fee3ee"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_30c3ed0fc5dc932f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..aa95ec045598664eda77c0e15d3e03ff2e6a9856 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:01.569789+00:00", + "ended_at": "2026-05-19T16:27:05.100929+00:00", + "elapsed_ms": 3531.09, + "returncode": 1, + "prompt_metrics": { + "chars": 20987, + "bytes_utf8": 20987, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cfd5a2abbf77a41af95a2b978814e8648f6d607a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:06.103724+00:00", + "ended_at": "2026-05-19T16:27:09.488840+00:00", + "elapsed_ms": 3385.06, + "returncode": 1, + "prompt_metrics": { + "chars": 20987, + "bytes_utf8": 20987, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e2884eee3f6cb5f497d501290b919861ea1bf10 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e2884eee3f6cb5f497d501290b919861ea1bf10 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8f72b672beb75560fd9f59f40eb7c7f7fde77cec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-e7d0-7942-9ded-3d2ba29f7576"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d7c5d35614fae7909a5c54e61e102610a9d1618d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-e7d0-7942-9ded-3d2ba29f7576"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7de34d3535479aec63b4e68c848c2dacd1d8016 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-f975-7c71-a866-ceb2d0b49e09"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..904bf2478f34602e5a29d0d1deec42722ab0098a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-f975-7c71-a866-ceb2d0b49e09"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_31c032e6feb732bf/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..458a2e2540483b8d10ab181727601a9377883792 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/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": "2026-05-19T16:08:21.934954+00:00", + "ended_at": "2026-05-19T16:08:25.100745+00:00", + "elapsed_ms": 3165.77, + "returncode": 1, + "prompt_metrics": { + "chars": 21002, + "bytes_utf8": 21002, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..96aee9b9b943c378648955b01a5a7ba4bd407a02 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/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": "2026-05-19T16:08:26.102512+00:00", + "ended_at": "2026-05-19T16:08:29.320277+00:00", + "elapsed_ms": 3217.74, + "returncode": 1, + "prompt_metrics": { + "chars": 21002, + "bytes_utf8": 21002, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca35847be37f5023b185e0c67fb50fcd7cff0e34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Mother's qualification, measure_col=Mother's qualification.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Mother's qualification", + "measure_col": "Mother's qualification", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca35847be37f5023b185e0c67fb50fcd7cff0e34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Mother's qualification, measure_col=Mother's qualification.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Mother's qualification", + "measure_col": "Mother's qualification", + "top_k": 17, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..621849a31e8a65986c5143eb5b3421c3da29b8bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-d1a5-7032-a43c-c2440d1f54b4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c41c1d6e31b8f6a5259babc5e78aa58abd9c7910 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-d1a5-7032-a43c-c2440d1f54b4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ca95e808e2047f579c54b0b2df7782c7f143bae3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-e1f1-78f1-91e7-9a050a01e7a4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3127ce9a7a2d358a846ccb920df543b63cbc9ae8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-e1f1-78f1-91e7-9a050a01e7a4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_398738e020d5d63b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ae131a248c0bdfeba18dc7b96d58d53eeb4107f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:35.510895+00:00", + "ended_at": "2026-05-19T16:09:38.758422+00:00", + "elapsed_ms": 3247.5, + "returncode": 1, + "prompt_metrics": { + "chars": 20906, + "bytes_utf8": 20906, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f2ddc08fafd51733d419dbee6610dca29f2357e7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:39.760510+00:00", + "ended_at": "2026-05-19T16:09:42.656370+00:00", + "elapsed_ms": 2895.83, + "returncode": 1, + "prompt_metrics": { + "chars": 20906, + "bytes_utf8": 20906, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..45faa730a47b073c8fdc12a882ceee24f9a51033 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Curricular units 1st sem (credited).", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Curricular units 1st sem (credited)", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..45faa730a47b073c8fdc12a882ceee24f9a51033 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Curricular units 1st sem (credited).", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Curricular units 1st sem (credited)", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..acd415889df13595c18bd2c78741622ce70cbe5c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-f11b-7411-99a9-fcdffc1ad306"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e144c7d3fed3b4789e9b277af7408d7f12b299bc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-f11b-7411-99a9-fcdffc1ad306"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..385257fe8a971d29b23f8dc446e64661c23db897 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-01b1-7952-b4ba-d0261e659b37"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..845a89b3894dbf4096a4e956c1fc3953ddaad66b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-01b1-7952-b4ba-d0261e659b37"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_39e638bebf7d3d14/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b1f457174da0a5c7d7c931f85d603c691b300362 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:32.313585+00:00", + "ended_at": "2026-05-19T16:21:35.515669+00:00", + "elapsed_ms": 3202.05, + "returncode": 1, + "prompt_metrics": { + "chars": 21211, + "bytes_utf8": 21211, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3dd262a4c1fb1480f9b1f419143c99da4976b322 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:36.517486+00:00", + "ended_at": "2026-05-19T16:21:40.008867+00:00", + "elapsed_ms": 3491.35, + "returncode": 1, + "prompt_metrics": { + "chars": 21211, + "bytes_utf8": 21211, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a40b8c1cafac361b69029c2118825e4d65594d4d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Father's qualification.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Father's qualification", + "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": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a40b8c1cafac361b69029c2118825e4d65594d4d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 2nd sem (evaluations), measure_col=Father's qualification.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "measure_col": "Father's qualification", + "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": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..943b4314f97e76cf6b9bcd3b207d74cc3f8cd79e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-e10c-7522-9515-5c6e053064e6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a121c5387d96a78e289d98a66887efb797c0a3f0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-e10c-7522-9515-5c6e053064e6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..442a43609325e3c4142a133c55995787c6f7d6a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-f18a-70e3-894f-4ed73064b806"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..37d588b8eb22e8d21129dbc4a2f64be2203a501b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-f18a-70e3-894f-4ed73064b806"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_3c602ae5adaa6aef/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..193fbfee46f9c59eb099bb5736756f116c5aac65 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/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": "2026-05-19T16:08:36.609010+00:00", + "ended_at": "2026-05-19T16:08:39.744180+00:00", + "elapsed_ms": 3135.14, + "returncode": 1, + "prompt_metrics": { + "chars": 21001, + "bytes_utf8": 21001, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a4722b79e193f45455bda33710b53f6066c037ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/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": "2026-05-19T16:08:40.745932+00:00", + "ended_at": "2026-05-19T16:08:43.569062+00:00", + "elapsed_ms": 2823.1, + "returncode": 1, + "prompt_metrics": { + "chars": 21001, + "bytes_utf8": 21001, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b452b2f7acb04b6474c58ca411ab48d5f0623df --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Father's qualification, measure_col=Father's qualification.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Father's qualification", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b452b2f7acb04b6474c58ca411ab48d5f0623df --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Father's qualification, measure_col=Father's qualification.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Father's qualification", + "top_k": 18, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d295b22eb28c2fdd5f05e9c930ec66813bef008c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-0afa-71a0-9514-dc1908989291"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..61ea2ff65ad4e4fa2f19fc963929dc5eb83b1cbb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-0afa-71a0-9514-dc1908989291"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ac941054a5f63fbe00fae62dc7fbd624a8e5b01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-1b2a-7e80-b6e0-71848dc003cc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a3309fb9ed22d904fea45fca27033b5108bd24a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-1b2a-7e80-b6e0-71848dc003cc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_414592d15d4043bf/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..080c30302d21c20771b51ba3f9b487d171635ede --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:42.510851+00:00", + "ended_at": "2026-05-19T16:16:45.448980+00:00", + "elapsed_ms": 2938.08, + "returncode": 1, + "prompt_metrics": { + "chars": 21574, + "bytes_utf8": 21574, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5f7502e44f3b730de580278feb699a2095b35002 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:46.451467+00:00", + "ended_at": "2026-05-19T16:16:49.723005+00:00", + "elapsed_ms": 3271.46, + "returncode": 1, + "prompt_metrics": { + "chars": 21574, + "bytes_utf8": 21574, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f2b7bc934bf905a4f2050717c3fdd1b03e42de3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Mother's occupation, measure_col=Curricular units 2nd sem (credited).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Mother's occupation", + "measure_col": "Curricular units 2nd sem (credited)", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f2b7bc934bf905a4f2050717c3fdd1b03e42de3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Mother's occupation, measure_col=Curricular units 2nd sem (credited).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Mother's occupation", + "measure_col": "Curricular units 2nd sem (credited)", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..fc72d9210452cea41d03a1c6a0b13f7fd9418e03 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-7585-7891-a5a7-6b6bd51e892e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e669048693f860e9241fe8449097db48c53c4653 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-7585-7891-a5a7-6b6bd51e892e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..14daddef832c5dafc19524989cb5f69d0c3e735c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-84e0-7370-ae11-e9120809d418"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4a8e336994626fbfa2643bd9ec1c52fbe1a39d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-84e0-7370-ae11-e9120809d418"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_427115cc4fb3c4b7/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4dc0ab366ca5b938ed01852807d3490fff58f799 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/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": "2026-05-19T16:13:03.448060+00:00", + "ended_at": "2026-05-19T16:13:06.242586+00:00", + "elapsed_ms": 2794.5, + "returncode": 1, + "prompt_metrics": { + "chars": 21796, + "bytes_utf8": 21796, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c314d0f55f3fbb4a2c68e38cf651eaf2a42e4fff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/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": "2026-05-19T16:13:07.244569+00:00", + "ended_at": "2026-05-19T16:13:10.329329+00:00", + "elapsed_ms": 3084.73, + "returncode": 1, + "prompt_metrics": { + "chars": 21796, + "bytes_utf8": 21796, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ec95531eb22914cd5c390f2b5729dc212f6e7a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's qualification, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Father's qualification", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ec95531eb22914cd5c390f2b5729dc212f6e7a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's qualification, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Father's qualification", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..68a27ebbd6c1b2ddf68e2eff978dda9978be2ae0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-1d4b-7f62-901f-ded4a860bd2e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..be18fff5004d19c619d480eba314428c1667dfa5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-1d4b-7f62-901f-ded4a860bd2e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0625930ca9f8e4142d3a679f371852121d7b6e8a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-2c1f-79e3-8de1-6af608facf5c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c0fc3d2afdb17e4d5426cd8e45a246e12532da0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-2c1f-79e3-8de1-6af608facf5c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_464784dc5c9792cb/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8129329f00d9bef97732f9ce0630b3f85320b508 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:36.949341+00:00", + "ended_at": "2026-05-19T16:18:39.811191+00:00", + "elapsed_ms": 2861.81, + "returncode": 1, + "prompt_metrics": { + "chars": 21514, + "bytes_utf8": 21514, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bfbd1c513c007bc2e0cc9193471761263cdacd89 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:40.812897+00:00", + "ended_at": "2026-05-19T16:18:44.795932+00:00", + "elapsed_ms": 3983.0, + "returncode": 1, + "prompt_metrics": { + "chars": 21514, + "bytes_utf8": 21514, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..17614c56aaa169c8ffd99871e2e8af66df390531 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Gender, measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Gender", + "measure_col": "Unemployment rate", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..17614c56aaa169c8ffd99871e2e8af66df390531 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Gender, measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Gender", + "measure_col": "Unemployment rate", + "top_k": 16, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 12.7, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..afabc475ce8a096493928775142bcaef22efb4ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-342a-7bc1-88f9-1e811406c950"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4c154d9091c87a5f166509c981a84cba44001045 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-342a-7bc1-88f9-1e811406c950"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a77242c4bad662b502f91d716a318773de0cce3c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-4337-7be2-b3d6-80e3f9e7d131"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a03dae41628661ded5fc0c89d0f6c0cb259fdeb8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-4337-7be2-b3d6-80e3f9e7d131"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_47dcf74ca18eac2d/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..22585320d5267e38394d8a46a53ddfb7f35502f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:16.472440+00:00", + "ended_at": "2026-05-19T16:11:19.494160+00:00", + "elapsed_ms": 3021.69, + "returncode": 1, + "prompt_metrics": { + "chars": 21410, + "bytes_utf8": 21410, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b6a07e645012af831c7b75867e167e893b3c74d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:20.496477+00:00", + "ended_at": "2026-05-19T16:11:23.380647+00:00", + "elapsed_ms": 2884.14, + "returncode": 1, + "prompt_metrics": { + "chars": 21410, + "bytes_utf8": 21410, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6041dd38f07fafd325ac53b80833af4c73d1bf75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, measure_col=Application order.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Inflation rate", + "measure_col": "Application order", + "item_col": "Curricular units 2nd sem (evaluations)", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6041dd38f07fafd325ac53b80833af4c73d1bf75 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Inflation rate, measure_col=Application order.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Inflation rate", + "measure_col": "Application order", + "item_col": "Curricular units 2nd sem (evaluations)", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..87feba3c63c0114b8dfd27480d71fc76c83ff142 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-7b89-7223-9a73-e76901d98dcb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e791cb1279e0467b331d4a5175dbd53362182ac6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-7b89-7223-9a73-e76901d98dcb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6401c9940cb62f6a4eaec21a4d43300f236a0525 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-8b28-73d2-863c-199849c08e6e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..11cad7ceaa1f19a688f1a5d3fa2b74355850bc32 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-8b28-73d2-863c-199849c08e6e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_493ce6a2ca522740/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e0efa71254b8c453183d719d0921b96b2e91bac8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:43.988433+00:00", + "ended_at": "2026-05-19T16:28:47.651426+00:00", + "elapsed_ms": 3662.95, + "returncode": 1, + "prompt_metrics": { + "chars": 21100, + "bytes_utf8": 21100, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe7e0d49d7d8138b3f5765591c20736d020e16b5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:48.653836+00:00", + "ended_at": "2026-05-19T16:28:51.841227+00:00", + "elapsed_ms": 3187.34, + "returncode": 1, + "prompt_metrics": { + "chars": 21100, + "bytes_utf8": 21100, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1958b4343f5043d427b30394842f92be1bce1250 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1958b4343f5043d427b30394842f92be1bce1250 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 6.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5188766bc5cc53c47e87e766e0443ced33f900a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-77ea-7fa0-b06b-4029c2c04a57"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..127d7be93d8db7410b658bd99ffa37d919fd813e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-77ea-7fa0-b06b-4029c2c04a57"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d09095f72fa3975cb1af4bc9806f73fd5ef13bc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-89ed-7680-b803-770039261d09"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..65fb2dea007e251d41e2d460dd148df17b987673 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-89ed-7680-b803-770039261d09"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4d3f95dac564a337/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..705e88f07cab4d8f862436f28cdc541cfd38018e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/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": "2026-05-19T16:12:31.874177+00:00", + "ended_at": "2026-05-19T16:12:34.824142+00:00", + "elapsed_ms": 2949.94, + "returncode": 1, + "prompt_metrics": { + "chars": 21818, + "bytes_utf8": 21818, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d65352dede00f23e1149369f06ce852b377ab09f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/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": "2026-05-19T16:12:35.826771+00:00", + "ended_at": "2026-05-19T16:12:39.488974+00:00", + "elapsed_ms": 3662.16, + "returncode": 1, + "prompt_metrics": { + "chars": 21818, + "bytes_utf8": 21818, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2fa271f9c9b132a2d4a01dec614dc5f73777a5f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d2fa271f9c9b132a2d4a01dec614dc5f73777a5f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Daytime/evening attendance, condition_col=Educational special needs.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Daytime/evening attendance", + "condition_col": "Educational special needs", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9237893dcc3f256d5a0f2610f01685b9ca0bec76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-a1f1-7702-9784-c14aa8eb5101"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d7fbc9b7ad0b13daf01db583d0b2f0a01c7c1bb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-a1f1-7702-9784-c14aa8eb5101"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7749f7f1ee87e743c70d074c0b22935bb2771ce9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-b181-7873-9bd2-196ecc9b28ac"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b276297aef9bdb3f49f09b4a15e539dcb80c0503 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-b181-7873-9bd2-196ecc9b28ac"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_4e0e64af1b97ba98/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..498afc257445bb0060430bbfe7f20f1857a7539b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:38.531111+00:00", + "ended_at": "2026-05-19T16:26:41.745374+00:00", + "elapsed_ms": 3214.22, + "returncode": 1, + "prompt_metrics": { + "chars": 21010, + "bytes_utf8": 21010, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b12684d8215026aee0390c8a28566af59cd8042 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:42.747886+00:00", + "ended_at": "2026-05-19T16:26:46.421311+00:00", + "elapsed_ms": 3673.37, + "returncode": 1, + "prompt_metrics": { + "chars": 21010, + "bytes_utf8": 21010, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..be0c5901a46b6a941c6f24b4835ba190ed010395 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (without evaluations)", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..be0c5901a46b6a941c6f24b4835ba190ed010395 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role count_distribution. Focus on group_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (without evaluations)", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..310701ee44e633d09bc2289d99ead86fa323e584 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-8dbc-7b82-a789-123e3492edd2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c71f615e084495bb7840526c140f795b12aa5cd0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-8dbc-7b82-a789-123e3492edd2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b7787ca1e9faac90d3797c8f5ad6372eea988a05 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-9e24-7012-8484-8d7a8100f6d9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..28cefaf1af8806e70863cd590c3f6e47a12efea2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-9e24-7012-8484-8d7a8100f6d9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_512521588ef7fda3/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a9b5900822475c8daaa801c1a9dc9287fa97eeb6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:42.086081+00:00", + "ended_at": "2026-05-19T16:25:45.412533+00:00", + "elapsed_ms": 3326.42, + "returncode": 1, + "prompt_metrics": { + "chars": 20878, + "bytes_utf8": 20878, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d0db31cb85afe2edfd00649d2b94b5166dc57ef0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:46.414815+00:00", + "ended_at": "2026-05-19T16:25:49.870355+00:00", + "elapsed_ms": 3455.5, + "returncode": 1, + "prompt_metrics": { + "chars": 20878, + "bytes_utf8": 20878, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d0f875934b3f29d92072f1590632c2644e14d01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Course.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Course", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9556.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d0f875934b3f29d92072f1590632c2644e14d01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Course.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Course", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9556.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b550389bee974ba344043553df75f7dda529b107 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-b126-7de1-888a-25756f5e574a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0e74edd7cdeb6a9a272ebe7335eabf7aa364515f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-b126-7de1-888a-25756f5e574a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0fee0af58a1d460f78f70eed5511cf8a728bb062 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-c207-73e3-902e-238c2aec40f3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..533be5a700c035fcc0b9374d75e1032f8060ef8a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-c207-73e3-902e-238c2aec40f3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_55ba8f7642c684b4/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..454db7f76a530554d230f59542a6452ae1db6088 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:27.403845+00:00", + "ended_at": "2026-05-19T16:22:36.074979+00:00", + "elapsed_ms": 8671.09, + "returncode": 1, + "prompt_metrics": { + "chars": 21186, + "bytes_utf8": 21186, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..14d8ff1f42d807bc5eceacfa869ef0b772c4b15f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:37.078526+00:00", + "ended_at": "2026-05-19T16:22:40.778926+00:00", + "elapsed_ms": 3700.34, + "returncode": 1, + "prompt_metrics": { + "chars": 21186, + "bytes_utf8": 21186, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d52afd62934b6a21a0629e9a067abcb427cc20c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=GDP, condition_col=International.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d52afd62934b6a21a0629e9a067abcb427cc20c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=GDP, condition_col=International.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "1", + "positive_value": "0", + "negative_value": "1", + "top_k": 17, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e24efbc73523355237a059763b0d218a8d72b178 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-b8d7-7002-9c20-3cc8922a2319"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fb455bcec77647568a8659d7bc1e4e8b4d4eeba5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-b8d7-7002-9c20-3cc8922a2319"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4d65d65d7bd817890cf435f385cc0efd55d0ad4c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-de8a-7202-8589-801de864745a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8691a5476353ca32b93ff7ab703f8d8918ebb36 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-de8a-7202-8589-801de864745a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_560f40986380c3c9/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..df3bc8ea551911ebc23ae3759707815da5b9aae4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/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": "2026-05-19T16:06:11.271209+00:00", + "ended_at": "2026-05-19T16:06:14.216527+00:00", + "elapsed_ms": 2945.29, + "returncode": 1, + "prompt_metrics": { + "chars": 20975, + "bytes_utf8": 20975, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5873b30c5f58561d1b85c23bf1f58c4b131722f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/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": "2026-05-19T16:06:15.219353+00:00", + "ended_at": "2026-05-19T16:06:18.087390+00:00", + "elapsed_ms": 2867.99, + "returncode": 1, + "prompt_metrics": { + "chars": 20975, + "bytes_utf8": 20975, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f13718496006bda4927012405b6b0ea23e7f62a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Application mode, measure_col=Application mode.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Application mode", + "measure_col": "Application mode", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f13718496006bda4927012405b6b0ea23e7f62a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Application mode, measure_col=Application mode.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Application mode", + "measure_col": "Application mode", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..81b31149c1cd848c47853954b7f7950b045e2e44 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-d33d-7213-82f7-127b4a2a1cf3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b4663a72b0e736efeaa3fbf83862d3f40ad8a99 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-d33d-7213-82f7-127b4a2a1cf3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f3e84b4708dd9574b7a65bd0ae67104b90496a2e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-e2ce-73e2-9851-5e484501a4cb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0bd4cab009c478fcc33cc15a919598ad6682cd9d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-e2ce-73e2-9851-5e484501a4cb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_58812555f26a5199/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d383dae1339afb4f650ce782b1fc9634bc6346ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:16.477928+00:00", + "ended_at": "2026-05-19T16:25:21.086319+00:00", + "elapsed_ms": 4608.35, + "returncode": 1, + "prompt_metrics": { + "chars": 20892, + "bytes_utf8": 20892, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..661816bdf9d1474c90f28e959a88c6cb9c68e808 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:22.088712+00:00", + "ended_at": "2026-05-19T16:25:25.322711+00:00", + "elapsed_ms": 3233.95, + "returncode": 1, + "prompt_metrics": { + "chars": 20892, + "bytes_utf8": 20892, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..aacc1fac48ed5153c5a0131602ee4a4d40bb9fb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Marital status.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Marital status", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..aacc1fac48ed5153c5a0131602ee4a4d40bb9fb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Marital status.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Marital status", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f1488c46db72a1840392ebcc151f1679251ee64d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-4d24-7c60-af89-c81bae2b6ac4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2020dc063f393275d154ac772dab07159084b63d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-4d24-7c60-af89-c81bae2b6ac4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f4e2ea3f29d652c5b37dc75cabe9084ac5462ef8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-6327-7df2-b4a2-3aaeec3fa753"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b43720c373249e2b1e163fff7c41fdf1bb3679f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-6327-7df2-b4a2-3aaeec3fa753"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5a6edb0927074e98/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d2ff793bb18a66784fd83c27eb674f743162d8a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/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": "2026-05-19T16:29:00.090392+00:00", + "ended_at": "2026-05-19T16:29:05.174211+00:00", + "elapsed_ms": 5083.78, + "returncode": 1, + "prompt_metrics": { + "chars": 21074, + "bytes_utf8": 21074, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1cdaf8f3a5c487b7a862e9921dcf96fcf1b2c58b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:06.176623+00:00", + "ended_at": "2026-05-19T16:29:09.396263+00:00", + "elapsed_ms": 3219.6, + "returncode": 1, + "prompt_metrics": { + "chars": 21074, + "bytes_utf8": 21074, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4328dce30e1a13a20e5ca655ba1bee2f41b76320 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 13.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4328dce30e1a13a20e5ca655ba1bee2f41b76320 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 13.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..36c3e498267a82c065892d6f45c6d72bf5b8c7f6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-b6a5-76a2-ab35-f2888a76f564"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c9d561affbc6106f291ea1760621ba4bca94fa63 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-b6a5-76a2-ab35-f2888a76f564"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a08b87e0a343b2a4055d29d2b611ddeacc2a12db --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-ce5f-73a1-aa9c-90883d0775da"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c6f8ac5ca4e7c805ed097b895b05aec19e70946e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-ce5f-73a1-aa9c-90883d0775da"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5c5d6defbd35a460/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1e256dc92ceb42375ade0cb416f54c97b6a47eaf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:49.727593+00:00", + "ended_at": "2026-05-19T16:16:53.153278+00:00", + "elapsed_ms": 3425.64, + "returncode": 1, + "prompt_metrics": { + "chars": 21575, + "bytes_utf8": 21575, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0cf1f3f257175c7bc1c6bf0860f790a324f20d9f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:54.157555+00:00", + "ended_at": "2026-05-19T16:16:57.771051+00:00", + "elapsed_ms": 3613.42, + "returncode": 1, + "prompt_metrics": { + "chars": 21575, + "bytes_utf8": 21575, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8cfe79bc53e4769500d9e05e8d2e4d04ea9ae1e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Mother's occupation, measure_col=Curricular units 2nd sem (credited).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Mother's occupation", + "measure_col": "Curricular units 2nd sem (credited)", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a8cfe79bc53e4769500d9e05e8d2e4d04ea9ae1e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Mother's occupation, measure_col=Curricular units 2nd sem (credited).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Mother's occupation", + "measure_col": "Curricular units 2nd sem (credited)", + "top_k": 15, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..26a6b6e5acc64e791499609e22065b07be512f00 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-91d1-77e1-9bd1-0bf89d9540b8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1fbbcd6e44acfc075d4ba086eb70b69d074a2eec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-91d1-77e1-9bd1-0bf89d9540b8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2ef9734f36176c069f13f8d8e7c266847b54765e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-a31d-7182-97e5-cf6497c954db"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..94d9a1f6e2605736c5745c0339660f04ac82fdba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-a31d-7182-97e5-cf6497c954db"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_5ffa646661f511d7/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dae7f80650fd57c07605d713ca06787a9c07e66a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:41.245318+00:00", + "ended_at": "2026-05-19T16:15:44.583753+00:00", + "elapsed_ms": 3338.41, + "returncode": 1, + "prompt_metrics": { + "chars": 21133, + "bytes_utf8": 21133, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..87506827e6c6a3d51d5b53dd5d970d4c97ae1b41 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:45.585687+00:00", + "ended_at": "2026-05-19T16:15:50.518104+00:00", + "elapsed_ms": 4932.38, + "returncode": 1, + "prompt_metrics": { + "chars": 21133, + "bytes_utf8": 21133, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f70da4c3527772000b32029af837ce33806bb0fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Age at enrollment.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Age at enrollment", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f70da4c3527772000b32029af837ce33806bb0fc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Age at enrollment.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Age at enrollment", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9596f5281f36744ad11c053b95bd1a1e6d155b98 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-85d4-73d0-9d1a-c0766e56fea5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d4cd43a5e66e20785aa0f4e33015f4f5b35a62a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-85d4-73d0-9d1a-c0766e56fea5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..09ea88f150c70fd8ce976951b67b67bbb05f8d31 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-96cb-7443-bc72-3b1ba4f7cf5a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..40e4efaf79747ea5f1706f8355971fa190ec5e61 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-96cb-7443-bc72-3b1ba4f7cf5a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_607dece0b2ead69c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4de7b53b1613bd6929b1ce477eb65d6ea4fc7c6f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:56.072418+00:00", + "ended_at": "2026-05-19T16:09:59.125581+00:00", + "elapsed_ms": 3053.14, + "returncode": 1, + "prompt_metrics": { + "chars": 21448, + "bytes_utf8": 21448, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..19200fe718718b2cd0d26d3db29a3907cb4100b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/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": "2026-05-19T16:10:00.127337+00:00", + "ended_at": "2026-05-19T16:10:03.031806+00:00", + "elapsed_ms": 2904.44, + "returncode": 1, + "prompt_metrics": { + "chars": 21448, + "bytes_utf8": 21448, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..582925884ead72e3687e57dcbd3dfe3289535589 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "measure_col": "Unemployment rate", + "item_col": "Curricular units 1st sem (enrolled)", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..582925884ead72e3687e57dcbd3dfe3289535589 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (enrolled), measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (enrolled)", + "measure_col": "Unemployment rate", + "item_col": "Curricular units 1st sem (enrolled)", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bc698e9d0f92ac913b32f17ed81445b3a5ba0300 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-416a-7352-a501-e23e7905bd46"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f736df22ec3d08846b33cffc1e4f5b628753151 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-416a-7352-a501-e23e7905bd46"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a5668b619641e192a021486d1afc0e71e085d87a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-5146-7443-b851-7cc8e1139e73"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7c7b447ffb8877b9947a16d5857f0d71bf8ca2b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-5146-7443-b851-7cc8e1139e73"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_632f3c9624922987/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f3817f4741da4c288c4a68fb3004170e21d5531e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/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": "2026-05-19T16:13:17.404114+00:00", + "ended_at": "2026-05-19T16:13:20.754165+00:00", + "elapsed_ms": 3350.02, + "returncode": 1, + "prompt_metrics": { + "chars": 21787, + "bytes_utf8": 21787, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e5a455267ccbb4ad0bd4b881c7b98afe59504980 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/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": "2026-05-19T16:13:21.756085+00:00", + "ended_at": "2026-05-19T16:13:24.636448+00:00", + "elapsed_ms": 2880.33, + "returncode": 1, + "prompt_metrics": { + "chars": 21787, + "bytes_utf8": 21787, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f6d1b83cce0eb3de1c61adb1a72840e55f166ba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's occupation, condition_col=Target.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Father's occupation", + "condition_col": "Target", + "condition_value": "Graduate", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f6d1b83cce0eb3de1c61adb1a72840e55f166ba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Father's occupation, condition_col=Target.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Father's occupation", + "condition_col": "Target", + "condition_value": "Graduate", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a2deb37ae4e03889b9e50ab22be88b5d962e84da --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-53f2-7803-be5d-f567f9eaefcf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5b1de5ec85af7dad79add62064dd11990ed32d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-53f2-7803-be5d-f567f9eaefcf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e187d7979c080117c1f7c9310702f4c9598a8f62 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-64d6-7732-bd64-a79aade86132"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..219015aa6f48118ea23a9b00f93d7c4491aee492 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-64d6-7732-bd64-a79aade86132"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_65225b27bad9fb00/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cc19bb66db78bfc845ada1da6f3177e4cc1a1f5a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:48.262192+00:00", + "ended_at": "2026-05-19T16:22:51.304432+00:00", + "elapsed_ms": 3042.2, + "returncode": 1, + "prompt_metrics": { + "chars": 21201, + "bytes_utf8": 21201, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1c224a0644330c264909abf1efede36a02997b34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:52.307819+00:00", + "ended_at": "2026-05-19T16:22:55.633376+00:00", + "elapsed_ms": 3325.5, + "returncode": 1, + "prompt_metrics": { + "chars": 21201, + "bytes_utf8": 21201, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2d8dbd35a3c85f4f38e0755ffe4378e22a78f29 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, condition_col=Target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Target", + "condition_col": "Target", + "condition_value": "Dropout", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2d8dbd35a3c85f4f38e0755ffe4378e22a78f29 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, condition_col=Target.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Target", + "condition_col": "Target", + "condition_value": "Dropout", + "positive_value": "Graduate", + "negative_value": "Dropout", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e5d99a02ef0aa1e6532996f13c210dbda316d89 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-0a33-7e43-9798-53a97179e99c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1850abe2989d413a061e997f2f46d5029070dd85 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-0a33-7e43-9798-53a97179e99c"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3c3cad937c40e6963d766c62bfd1e579df9c78d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-1a27-7f41-8d39-f819aefa353f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..902b032b7cf5b290d08a611acce197dcf5817b83 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-1a27-7f41-8d39-f819aefa353f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_664f8122492db28e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..69397de65b0537e19cc824014692d9da6f8c7603 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:14.160342+00:00", + "ended_at": "2026-05-19T16:30:17.593648+00:00", + "elapsed_ms": 3433.27, + "returncode": 1, + "prompt_metrics": { + "chars": 21069, + "bytes_utf8": 21069, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8cde32455f37ed38679844152f16144929c2167f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:30:18.597426+00:00", + "ended_at": "2026-05-19T16:30:22.127473+00:00", + "elapsed_ms": 3529.98, + "returncode": 1, + "prompt_metrics": { + "chars": 21069, + "bytes_utf8": 21069, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..56d8f88c19b87ee959996207f5325743574d415d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..56d8f88c19b87ee959996207f5325743574d415d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Father's qualification, measure_col=Marital status.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Marital status", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..df2c9ef4889fa461bbaa33c8b42977845c3ed2e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-d810-7453-91ea-ec553065af00"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5a1f1839917af51a550aa6cb103a5d6dfa70cab7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-d810-7453-91ea-ec553065af00"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..41f19b460243e745127359e68e32de1b72d8d33f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-e94a-73b1-8598-88d88b75a62f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3cffe6b72a3e4f7b098e4375f28bf95fb8210f0e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-e94a-73b1-8598-88d88b75a62f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6779ce6c1ccfd498/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..05bc2deac3b543798e4b20f5957d20754e2c58e3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/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": "2026-05-19T16:12:00.837027+00:00", + "ended_at": "2026-05-19T16:12:04.092428+00:00", + "elapsed_ms": 3255.38, + "returncode": 1, + "prompt_metrics": { + "chars": 21435, + "bytes_utf8": 21435, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5f95d0370212c683600648bec141b19c8b356156 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/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": "2026-05-19T16:12:05.094349+00:00", + "ended_at": "2026-05-19T16:12:08.983605+00:00", + "elapsed_ms": 3889.21, + "returncode": 1, + "prompt_metrics": { + "chars": 21435, + "bytes_utf8": 21435, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b18fca0e3d61d789c10c84093554e42eef4224ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Marital status, measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Marital status", + "measure_col": "Previous qualification (grade)", + "item_col": "Previous qualification (grade)", + "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": 136.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b18fca0e3d61d789c10c84093554e42eef4224ca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Marital status, measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Marital status", + "measure_col": "Previous qualification (grade)", + "item_col": "Previous qualification (grade)", + "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": 136.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..afffe1ba4495b8fd4be4a5e412adcb775b58e3ae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-28cf-7ce2-92ea-3a3143b1889d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c209686c4d2056490f580363507bf58d287c330 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-28cf-7ce2-92ea-3a3143b1889d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5653a2c11db17961261681d0735ff96f1d9a705f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-396b-7cf2-a329-de1941b9d960"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0bd3479fb1e8cc2c8ab5b57527b359ea41ab2cb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-396b-7cf2-a329-de1941b9d960"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6a21f674bab13880/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e8405ef4c16c22ff4b21e15f753560c350d6ffb5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:55.637840+00:00", + "ended_at": "2026-05-19T16:22:59.715740+00:00", + "elapsed_ms": 4077.86, + "returncode": 1, + "prompt_metrics": { + "chars": 21204, + "bytes_utf8": 21204, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..20d738787555419ba8bc5b41c22f546e6708ac52 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/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": "2026-05-19T16:23:00.718450+00:00", + "ended_at": "2026-05-19T16:23:03.995751+00:00", + "elapsed_ms": 3277.26, + "returncode": 1, + "prompt_metrics": { + "chars": 21204, + "bytes_utf8": 21204, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..605db37053bb15eb3384abe54c44086699adf30c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Marital status, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..605db37053bb15eb3384abe54c44086699adf30c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Marital status, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..72b0ba517cfceede1996fe3e3654fe51330e16a0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-272c-79c1-b3e1-8887e9762741"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..24437ce978cad3c7347e9dcdea78d2a1175e5fa6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-272c-79c1-b3e1-8887e9762741"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8b90d77e1dfd7da924a8a3dfadd36047926cb028 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-3ad8-7dc2-aaaa-3bac5f0fbb9e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..995fd62205ad57aa592e5acf0574d0d12a9ba949 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-3ad8-7dc2-aaaa-3bac5f0fbb9e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6d0f3b32188e2b80/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c22677839adf3c274f0a3d2bf779ff4f7ca0e795 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/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": "2026-05-19T16:20:20.314507+00:00", + "ended_at": "2026-05-19T16:20:23.513467+00:00", + "elapsed_ms": 3198.93, + "returncode": 1, + "prompt_metrics": { + "chars": 21242, + "bytes_utf8": 21242, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f868a3ba147be62abb25385c7e6b6c6940c54ede --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/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": "2026-05-19T16:20:24.515138+00:00", + "ended_at": "2026-05-19T16:20:28.991762+00:00", + "elapsed_ms": 4476.59, + "returncode": 1, + "prompt_metrics": { + "chars": 21242, + "bytes_utf8": 21242, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b94d66c91b41257b6a39883dd785781c0dbc4a39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (without evaluations), measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (without evaluations)", + "measure_col": "Previous qualification (grade)", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b94d66c91b41257b6a39883dd785781c0dbc4a39 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (without evaluations), measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (without evaluations)", + "measure_col": "Previous qualification (grade)", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..df8bb589fba338a303f2e67dbdb412026a419c9d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-c7ff-77f1-a461-b775bfbf1e2b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..acb861ad63926f6fd1b0b253b821324d95cf3c99 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-c7ff-77f1-a461-b775bfbf1e2b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3f8018df548a6e69e864c95d09aa99b605e16a5c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-d83d-7402-96fa-c565b6dcc0fd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c2b5c475c7e5af7cff52294ed198ffed5b8f7811 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-d83d-7402-96fa-c565b6dcc0fd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_6f85ccd6a7de217f/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..754b902f095038a228c9bb32fb7997f2a63d6118 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:51.846247+00:00", + "ended_at": "2026-05-19T16:28:55.312703+00:00", + "elapsed_ms": 3466.41, + "returncode": 1, + "prompt_metrics": { + "chars": 21074, + "bytes_utf8": 21074, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0e7de83138ad1bec547c44bcc5f9ea8e515c1478 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:56.316601+00:00", + "ended_at": "2026-05-19T16:29:00.085981+00:00", + "elapsed_ms": 3769.31, + "returncode": 1, + "prompt_metrics": { + "chars": 21074, + "bytes_utf8": 21074, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..88873f0ba548a227553c151f493a93c58f58e366 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..88873f0ba548a227553c151f493a93c58f58e366 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Course, measure_col=Curricular units 2nd sem (grade).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Course", + "measure_col": "Curricular units 2nd sem (grade)", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.333333, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..656031f09eaabd346e67969f8ffb0dcb283ca94d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-967f-7e53-8b2a-1cb71eb9663e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dc0c95b868f49f2e1cb46c637bd08613788cbc01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-967f-7e53-8b2a-1cb71eb9663e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6ed8fd479e575b56727de53efcd8284263941470 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-a7f5-7962-82dd-aae2222426a3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..55d08d32319f1087cb49864e8ef59156fa9bb75d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-a7f5-7962-82dd-aae2222426a3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_724b31618e5ae293/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d1151ee50dcd82d56fa1bfcfa9e19d68e23d9d01 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:50.521027+00:00", + "ended_at": "2026-05-19T16:15:54.511900+00:00", + "elapsed_ms": 3990.85, + "returncode": 1, + "prompt_metrics": { + "chars": 21557, + "bytes_utf8": 21557, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4c835d9e74f868f9ed975e76bca7d74cf1d5ffd8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:55.514523+00:00", + "ended_at": "2026-05-19T16:15:59.899416+00:00", + "elapsed_ms": 4384.84, + "returncode": 1, + "prompt_metrics": { + "chars": 21557, + "bytes_utf8": 21557, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bf0a21b2a4ead75e8b84fdc551fd5d1722df7f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Nacionality, measure_col=Curricular units 1st sem (approved).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Curricular units 1st sem (approved)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bf0a21b2a4ead75e8b84fdc551fd5d1722df7f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Nacionality, measure_col=Curricular units 1st sem (approved).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Curricular units 1st sem (approved)", + "top_k": 12, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..02f4e8c673b29e328b855d90c5520c1302d5698b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-aa11-7622-87db-8b62b1e046d5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c21633513b23bc5f337c9d2511b7b048cdc7d646 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-aa11-7622-87db-8b62b1e046d5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0393006c84b9b0f67cba828994a4c7d5a69b2b60 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-bd6b-7f62-88aa-5743fed70ef8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8d3eb9e71e7b4f7008045c1fefc7f7a49e5762f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-bd6b-7f62-88aa-5743fed70ef8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7417b4c867ef6c77/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..716a4fe31f07d0391e2b28852f5aa3689bb3759b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:30.278374+00:00", + "ended_at": "2026-05-19T16:26:33.907191+00:00", + "elapsed_ms": 3628.77, + "returncode": 1, + "prompt_metrics": { + "chars": 21008, + "bytes_utf8": 21008, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..22478ca99644c19e94fed568d5e184e421dd25a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:34.910232+00:00", + "ended_at": "2026-05-19T16:26:38.526405+00:00", + "elapsed_ms": 3616.11, + "returncode": 1, + "prompt_metrics": { + "chars": 21008, + "bytes_utf8": 21008, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ca6f2b0313df9e72c0188405cd77792fe4041cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (without evaluations)", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ca6f2b0313df9e72c0188405cd77792fe4041cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 1st sem (without evaluations)", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ebfd939cfd68175a6f03d09dd738e6fde71e711 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-6da4-7dd3-98c5-bc34bf013ea6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d17e69f83c2ff2d0cc2b4c27ef72c2c1406f83b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-6da4-7dd3-98c5-bc34bf013ea6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..69a7c2a30a725496c72797b5269bea0e14c0967f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-7f8d-7d40-8cf9-fd3d295038c0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d176b8907d0c9ac466ddb6556e29d4f08e94edef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-7f8d-7d40-8cf9-fd3d295038c0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_76531ee24011cf89/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..546dc1da352a3f9dec1658f4bb7c60a2f8d24645 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:20.245082+00:00", + "ended_at": "2026-05-19T16:17:23.732980+00:00", + "elapsed_ms": 3487.85, + "returncode": 1, + "prompt_metrics": { + "chars": 21561, + "bytes_utf8": 21561, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..892332aeeef4dde19d63d340eafc4fbab6422065 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:24.736154+00:00", + "ended_at": "2026-05-19T16:17:30.512679+00:00", + "elapsed_ms": 5776.47, + "returncode": 1, + "prompt_metrics": { + "chars": 21561, + "bytes_utf8": 21561, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ffb3534ca9d2c74c3189f14dd161e3c794719df2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Displaced, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Displaced", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ffb3534ca9d2c74c3189f14dd161e3c794719df2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Displaced, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Displaced", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfcdd6c24eba5f95be7de07f291c22232b8f8aa0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-08e7-7462-8f8b-73144fb8abcf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..95a16b2c477edee1a60738fc98cd05c86cfa2690 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-08e7-7462-8f8b-73144fb8abcf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..41e039f6b8a200ee54fdb5a049b885d7cf6bdeaa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-1ab7-79a1-97d7-8e00d451f7b1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f1fdf410b9cda389cf258d57518f86a91b8f9ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-1ab7-79a1-97d7-8e00d451f7b1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_792075917395646b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8d2c71d5a3ee4d0f5fe81f9edbd4ed558f4c555c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:14.688574+00:00", + "ended_at": "2026-05-19T16:22:18.525332+00:00", + "elapsed_ms": 3836.72, + "returncode": 1, + "prompt_metrics": { + "chars": 21179, + "bytes_utf8": 21179, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9fa2e056f940ace148073637f22d71dc2ea757cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:19.527594+00:00", + "ended_at": "2026-05-19T16:22:27.399959+00:00", + "elapsed_ms": 7872.32, + "returncode": 1, + "prompt_metrics": { + "chars": 21179, + "bytes_utf8": 21179, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ff083255f0f7c9ca4a71f54ead9537be52bfcc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=GDP, condition_col=International.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ff083255f0f7c9ca4a71f54ead9537be52bfcc8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=GDP, condition_col=International.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "GDP", + "condition_col": "International", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c77bc5b03e4a0273cfe12bac777a6edcbf1ad631 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-8721-7a80-acc8-d2761d7ec209"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a78fa20211e3e8ec08c97e55e2a569a305732a34 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-8721-7a80-acc8-d2761d7ec209"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a23b6656f87e73ef4ce783d86b678d463dd3c65a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-9a14-7493-b208-2479b1e01d84"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6d257e009a9f8c707ed246491f007aa5ede99cf9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-9a14-7493-b208-2479b1e01d84"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ae4a674455cbef0/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7842a347ded597bb3fb186efeb14e23cbe590865 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:55.460747+00:00", + "ended_at": "2026-05-19T16:10:58.534364+00:00", + "elapsed_ms": 3073.58, + "returncode": 1, + "prompt_metrics": { + "chars": 21410, + "bytes_utf8": 21410, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..993712f310b2cea44ce7b3e705d8c413d6570cfd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:10:59.537320+00:00", + "ended_at": "2026-05-19T16:11:02.652445+00:00", + "elapsed_ms": 3115.08, + "returncode": 1, + "prompt_metrics": { + "chars": 21410, + "bytes_utf8": 21410, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c987183c8e51d6e8e9cc58e4dbbdbceafd01b50 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c987183c8e51d6e8e9cc58e4dbbdbceafd01b50 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7b949a103573b385a1030857b1ce4b52e79ea836 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-2965-7110-ab4d-ff626bfce590"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cff103a45e15752b41c272716451c1c3727235e6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-2965-7110-ab4d-ff626bfce590"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d6f9701520ba69b30372f8158a4143db268c5765 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-394a-7af3-9e49-e8089ed34986"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d8cc95a6622e63d6710778e9e701f5e293a1cc60 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-394a-7af3-9e49-e8089ed34986"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7d7e2f8e607dfc85/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b63d2641f3892fd522a61bf1bbe46aa2bb1bfbb7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:02.655622+00:00", + "ended_at": "2026-05-19T16:11:05.526200+00:00", + "elapsed_ms": 2870.56, + "returncode": 1, + "prompt_metrics": { + "chars": 21417, + "bytes_utf8": 21417, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ed91add1e63b67cb19f5a1f85ecdb4a516d2bf36 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:06.528071+00:00", + "ended_at": "2026-05-19T16:11:09.608845+00:00", + "elapsed_ms": 3080.75, + "returncode": 1, + "prompt_metrics": { + "chars": 21417, + "bytes_utf8": 21417, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..03f269ec6f09c9fa526a0e9f213fe7ecb8608425 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "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": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..03f269ec6f09c9fa526a0e9f213fe7ecb8608425 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Unemployment rate, measure_col=Application mode.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Unemployment rate", + "measure_col": "Application mode", + "item_col": "Curricular units 2nd sem (enrolled)", + "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": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..75b0dc676d5b6a247e7ece704ef69a00584b96b2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-45a3-7492-ac81-935c41ff7637"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e418a255e198cb48003f4198532b65b588e01822 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-549c-7a81-a8ae-7942130d2452"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7f28ab95e9a3a312/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b3a43bf37c283dd7ea19fc97056437225d5ed54 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:11.053779+00:00", + "ended_at": "2026-05-19T16:15:14.272844+00:00", + "elapsed_ms": 3219.04, + "returncode": 1, + "prompt_metrics": { + "chars": 21143, + "bytes_utf8": 21143, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b228ded0383bd85ee68ec84b84c710bdd8a5bc86 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:15.274803+00:00", + "ended_at": "2026-05-19T16:15:18.466481+00:00", + "elapsed_ms": 3191.64, + "returncode": 1, + "prompt_metrics": { + "chars": 21143, + "bytes_utf8": 21143, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2410a7622a7a786cd199350f69564c386604f6d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Father's qualification.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Father's qualification", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b2410a7622a7a786cd199350f69564c386604f6d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Father's qualification.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Father's qualification", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a91e573ec0238fa825dc3c8ffdb63ffd74b8d750 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-0fcb-7832-85cf-e7a9ae9df770"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd8146f13b7526ae22a9ad12e1dc5b2d40727131 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-0fcb-7832-85cf-e7a9ae9df770"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2e70e1da6e2a476266657336556f8296ede985f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-2074-7fd0-b2a4-df69ae966e84"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bcf9c1e5531c07ca3e21d624dee3d0e16282c5b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-2074-7fd0-b2a4-df69ae966e84"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_7ff2350ccc2725ac/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..94397f4638e7e2b36e4fee6bd52d9e27dbf9f069 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:00.941061+00:00", + "ended_at": "2026-05-19T16:25:04.055868+00:00", + "elapsed_ms": 3114.77, + "returncode": 1, + "prompt_metrics": { + "chars": 20892, + "bytes_utf8": 20892, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..32e2bb8c80e0aa4c6c6c3f9be460947eb1c59476 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:05.058318+00:00", + "ended_at": "2026-05-19T16:25:08.124622+00:00", + "elapsed_ms": 3066.24, + "returncode": 1, + "prompt_metrics": { + "chars": 20892, + "bytes_utf8": 20892, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8eee768bccff1db14cb764462da3eee9d25fd752 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Inflation rate.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Inflation rate", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8eee768bccff1db14cb764462da3eee9d25fd752 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Inflation rate.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Inflation rate", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..13b0d6e81e71f00a0bbc397443754d4aa31320fe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-1071-7363-a0df-b3b47dbff907"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..450defbd80cb1bfaed3efabfcff324487ef5208d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-1071-7363-a0df-b3b47dbff907"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..14da357da1cbc4399f063eca1d572f59a581d6d7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-2079-7d81-b79b-5b092f8a95e2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2676cf3966bb6d5db26f0e067a5a4028e80cb80d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-2079-7d81-b79b-5b092f8a95e2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8009cef8453ba789/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..1d6151acc895f7705ce362f32fb0bb066a9dfaa5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:38.035801+00:00", + "ended_at": "2026-05-19T16:17:41.510547+00:00", + "elapsed_ms": 3474.7, + "returncode": 1, + "prompt_metrics": { + "chars": 21585, + "bytes_utf8": 21585, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7d8008ab6463a9ffce4bcdfa22b19541ca219fc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:42.513958+00:00", + "ended_at": "2026-05-19T16:17:45.955335+00:00", + "elapsed_ms": 3441.28, + "returncode": 1, + "prompt_metrics": { + "chars": 21585, + "bytes_utf8": 21585, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b43217b6fea3eac2d1f31a8338eb15c149bec76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Educational special needs, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Educational special needs", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b43217b6fea3eac2d1f31a8338eb15c149bec76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Educational special needs, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Educational special needs", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8e0ad3cfed1bb7d5b4b5987644982e94a020bd3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-4e72-7e51-8bec-335b4ba25c56"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..00eeadfc18b751dd5c245f8706f34280cf8767ae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-4e72-7e51-8bec-335b4ba25c56"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..48f256893b7a5681e6160d7260db459ecde764d6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-5feb-7d53-a93c-1ff70d20c6a1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e7abee050d7778729c54667c921a049dfa4896e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-5feb-7d53-a93c-1ff70d20c6a1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_811b46684efbf959/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb25c0114be1c82f3129b74b9175ec360603a862 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:34.717674+00:00", + "ended_at": "2026-05-19T16:16:37.902902+00:00", + "elapsed_ms": 3185.18, + "returncode": 1, + "prompt_metrics": { + "chars": 21604, + "bytes_utf8": 21604, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..96a15977b1b7e08434f7b0a0e0beb1d97a545261 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:38.905482+00:00", + "ended_at": "2026-05-19T16:16:42.506337+00:00", + "elapsed_ms": 3600.8, + "returncode": 1, + "prompt_metrics": { + "chars": 21604, + "bytes_utf8": 21604, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f57843dd29737d04692cb711ccd027d6618ef3ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Father's qualification, measure_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Curricular units 1st sem (without evaluations)", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f57843dd29737d04692cb711ccd027d6618ef3ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Father's qualification, measure_col=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Father's qualification", + "measure_col": "Curricular units 1st sem (without evaluations)", + "top_k": 19, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab48d531bfb8b721c789815f7d323f9ec8c2ecae --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-570f-7222-bbdc-1bf36f12a731"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bbca362ad31a3b0628d9494f3feb84cd14b80e4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-570f-7222-bbdc-1bf36f12a731"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..295c5980933e9f806e26e1502671f600516e56e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-67ab-7893-a316-b902d8e78870"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f263d35e2efbf6221198330e461ecfadff2621fb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-67ab-7893-a316-b902d8e78870"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_836506ce83afb659/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4aad78f70b505ca68d99d74c3f86581fbfc59bd4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:36.199825+00:00", + "ended_at": "2026-05-19T16:28:39.580373+00:00", + "elapsed_ms": 3380.5, + "returncode": 1, + "prompt_metrics": { + "chars": 21101, + "bytes_utf8": 21101, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a857408c93098d47afd8dbcc29d67afaaaee45a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:40.583676+00:00", + "ended_at": "2026-05-19T16:28:43.984336+00:00", + "elapsed_ms": 3400.61, + "returncode": 1, + "prompt_metrics": { + "chars": 21101, + "bytes_utf8": 21101, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a4ae175e0033d91f783efe758782889dab63357 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "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": 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 DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2a4ae175e0033d91f783efe758782889dab63357 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Application order, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application order", + "measure_col": "Curricular units 2nd sem (approved)", + "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": 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 DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..6893a2d2c67788d171693a04d63a6191826636fb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-5958-7293-9e92-337048b85f96"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5075977a81f07b2bffdb15d900597b783488efc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-5958-7293-9e92-337048b85f96"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..511bb6389ee12e2096fdba7148a985aebec6eca0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-6a6b-7851-8a39-1658346156b8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7489f8d4754cdc1c7c1927abf9a7d494c74c1ebb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-6a6b-7851-8a39-1658346156b8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_83a473faffef3d04/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7c582e66de38bf8ff7ea4e32ab65c87393df838a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:46.426381+00:00", + "ended_at": "2026-05-19T16:26:49.784229+00:00", + "elapsed_ms": 3357.8, + "returncode": 1, + "prompt_metrics": { + "chars": 20988, + "bytes_utf8": 20988, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3efe5fc6df4eaa1e7e654a310a838d98856cbc7b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:26:50.788392+00:00", + "ended_at": "2026-05-19T16:26:53.988345+00:00", + "elapsed_ms": 3199.9, + "returncode": 1, + "prompt_metrics": { + "chars": 20988, + "bytes_utf8": 20988, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..46c540931cae82bc146efa286e7696192ff5b43d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Curricular units 2nd sem (credited).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 134.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..46c540931cae82bc146efa286e7696192ff5b43d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Curricular units 2nd sem (credited).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 134.8, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..33020bd345c1de682fafe614cee4403ade6f158b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-acae-72c2-ab8b-0ad92781fb20"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..dad8afe6e1c07b0081f93e4ef5009d761a2604b9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-acae-72c2-ab8b-0ad92781fb20"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec43912458423c570910175ec56d771b7c01d306 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-bdb9-71f2-bf01-74fd6aae5dfc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3263ab3d6978172819e01d472c8d318ef9022a6c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410f-bdb9-71f2-bf01-74fd6aae5dfc"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_84a27e4ff97d1da3/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..123071073ce7b2291d534f9223826e5acb6413df --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/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": "2026-05-19T16:23:32.606742+00:00", + "ended_at": "2026-05-19T16:23:35.569071+00:00", + "elapsed_ms": 2962.22, + "returncode": 1, + "prompt_metrics": { + "chars": 21234, + "bytes_utf8": 21234, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6bb4f5a214d19e73d3b0f8410d83e3cfadc4b20f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/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": "2026-05-19T16:23:36.572596+00:00", + "ended_at": "2026-05-19T16:23:40.046372+00:00", + "elapsed_ms": 3473.7, + "returncode": 1, + "prompt_metrics": { + "chars": 21234, + "bytes_utf8": 21234, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b32d5020bd223215742bc8a4b06180746bbfac2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Application order, condition_col=Daytime/evening attendance.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Application order", + "condition_col": "Daytime/evening attendance", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2b32d5020bd223215742bc8a4b06180746bbfac2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role focused_target_view. Focus on group_col=Application order, condition_col=Daytime/evening attendance.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Application order", + "condition_col": "Daytime/evening attendance", + "condition_value": "1", + "positive_value": "1", + "negative_value": "0", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.4, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7d1df46540703b94e8ca3e963dca5ad33306a275 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-b77c-7100-bcc6-88d183a4b743"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..b62fbe1b4578bb521b45a3b93a9ced7c589ee89b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-b77c-7100-bcc6-88d183a4b743"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7d5a40deda909da0f0cdd602213292380d0b6d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-c6d9-7572-9e13-13f6f86ef56f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..721531ac5354b99af48cf579983af1f7901b6c08 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-c6d9-7572-9e13-13f6f86ef56f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_864dce0170240d09/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..53b055bebe9dd4ecd79e76daf1e12c1558e8c06b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/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": "2026-05-19T16:20:49.787302+00:00", + "ended_at": "2026-05-19T16:20:52.858807+00:00", + "elapsed_ms": 3071.48, + "returncode": 1, + "prompt_metrics": { + "chars": 21182, + "bytes_utf8": 21182, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe9b27a5e43684cc034036406a5f5e4d1e61414b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/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": "2026-05-19T16:20:53.861717+00:00", + "ended_at": "2026-05-19T16:20:57.194435+00:00", + "elapsed_ms": 3332.67, + "returncode": 1, + "prompt_metrics": { + "chars": 21182, + "bytes_utf8": 21182, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f98bba5ffc0ff3d7916908c96e0a6d095d5c7115 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Nacionality.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Nacionality", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f98bba5ffc0ff3d7916908c96e0a6d095d5c7115 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Nacionality.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Nacionality", + "top_k": 15, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2d0f42ed6774be9963ae9cc76cb60d1ce9411857 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-3af6-7f30-8bc2-9efc1538073a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5430a80e87007a3d8e34fd726c5e94887fca450e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-3af6-7f30-8bc2-9efc1538073a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..04275c00e45550d6a79b39f3662d3330b38eee6b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-4aec-7143-b2be-1eabdde61e72"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1dba8c85276cab58592819b165918251e6cd16dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-4aec-7143-b2be-1eabdde61e72"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_8d7d807223845a8e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8277e87d95de72e952ce4502333aa6b09b2959d1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:53.670052+00:00", + "ended_at": "2026-05-19T16:18:56.794158+00:00", + "elapsed_ms": 3124.08, + "returncode": 1, + "prompt_metrics": { + "chars": 21144, + "bytes_utf8": 21144, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..39e9bf9223f0aed5898bad112e184e777fe9d146 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:57.796662+00:00", + "ended_at": "2026-05-19T16:19:03.913527+00:00", + "elapsed_ms": 6116.82, + "returncode": 1, + "prompt_metrics": { + "chars": 21144, + "bytes_utf8": 21144, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4428dde097f376c110d144b68edd05225494392d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=International, measure_col=Marital status.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "International", + "measure_col": "Marital status", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..4428dde097f376c110d144b68edd05225494392d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=International, measure_col=Marital status.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "International", + "measure_col": "Marital status", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..15676467a69aa6da2da674889d5cffe10588b906 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-7568-71a2-8825-6c3ea59b4f5e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8ab4e3f6493ccc5810ce5f6219878e05e8351fdb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-8585-7b40-8af7-7158ea148f3b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9083f9dd879f7183/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c3cdc7e12a26213395181c9991159563c78ee909 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:20.873516+00:00", + "ended_at": "2026-05-19T16:28:23.965261+00:00", + "elapsed_ms": 3091.7, + "returncode": 1, + "prompt_metrics": { + "chars": 21101, + "bytes_utf8": 21101, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..14a9c6c5103d52f320090f3db2672af294f8631e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:24.968065+00:00", + "ended_at": "2026-05-19T16:28:28.160470+00:00", + "elapsed_ms": 3192.35, + "returncode": 1, + "prompt_metrics": { + "chars": 21101, + "bytes_utf8": 21101, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5ab8fd20c7feaa0d3d743a5be2d2fbe8daa217f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c5ab8fd20c7feaa0d3d743a5be2d2fbe8daa217f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c4830c7e8a520b18aa3c6cc6f005e26c26e7caba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-1d6b-77a3-8914-fa9a6e80451b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..195dbb0d9b8cdcf20856361c080ab2d9862ce3be --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-1d6b-77a3-8914-fa9a6e80451b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f933ffcb972d925925b382431af451055883f325 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-2d7e-7fd3-a4da-30ebf5b276b1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0c31758148ac121e625f15264024cdf5481fc77 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-2d7e-7fd3-a4da-30ebf5b276b1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_96a9add705d52b0b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..bfc15a65000a4f3a7c9e41c6f7e614c56b38e408 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:49.454770+00:00", + "ended_at": "2026-05-19T16:09:52.103665+00:00", + "elapsed_ms": 2648.87, + "returncode": 1, + "prompt_metrics": { + "chars": 21507, + "bytes_utf8": 21507, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..43ab890560172928fa7843022ac218caaf419515 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:53.106272+00:00", + "ended_at": "2026-05-19T16:09:56.069414+00:00", + "elapsed_ms": 2963.1, + "returncode": 1, + "prompt_metrics": { + "chars": 21507, + "bytes_utf8": 21507, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a7461c6362df4f4df5425483866c500150f2253 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "item_col": "Curricular units 1st sem (credited)", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6a7461c6362df4f4df5425483866c500150f2253 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "item_col": "Curricular units 1st sem (credited)", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..f9f17d2aef8b8b0f3fc01f90deeacbdd0ba1de4e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-27b0-7190-98fa-c1732a5eb7a5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..15fff9182e068fb06e284990873a3bf72b013766 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-27b0-7190-98fa-c1732a5eb7a5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..59d75bbe00349cb652539d23a62153555e62218f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-35f2-72c0-937f-28ce8b04a3a3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..61465c0db48c90576679b93911eb23785d552aa4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4100-35f2-72c0-937f-28ce8b04a3a3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_97528a77fbbb4730/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..36536ddc248d525f8d66b39ba369986cec43a422 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:16:57.775266+00:00", + "ended_at": "2026-05-19T16:17:00.908690+00:00", + "elapsed_ms": 3133.38, + "returncode": 1, + "prompt_metrics": { + "chars": 21573, + "bytes_utf8": 21573, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fa27b84d1746fea48d3b22caa57e7d9a008283ec --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:01.912530+00:00", + "ended_at": "2026-05-19T16:17:05.250083+00:00", + "elapsed_ms": 3337.48, + "returncode": 1, + "prompt_metrics": { + "chars": 21573, + "bytes_utf8": 21573, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4748534b6ac840a81e0f37c980bd540bc16ce23 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Father's occupation, measure_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Father's occupation", + "measure_col": "Curricular units 2nd sem (enrolled)", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a4748534b6ac840a81e0f37c980bd540bc16ce23 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Father's occupation, measure_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Father's occupation", + "measure_col": "Curricular units 2nd sem (enrolled)", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..708ac999e563dea610ad8c98b99b0a10c0868acf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-b133-7090-94b4-80f909ea2c4e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1c55ab9edb5b3c164999558ee6e36106f3c066b3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-b133-7090-94b4-80f909ea2c4e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..364c2e75f9245393e536ed212467a7feed73ada4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-c158-7742-a863-10b1ca589dad"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..71d1b1995838df734f670206b16e94bf0c241630 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4106-c158-7742-a863-10b1ca589dad"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9927b153a04df819/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..24edae76e7f5278b88fff0216d5ba04792cde353 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/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": "2026-05-19T16:20:06.427895+00:00", + "ended_at": "2026-05-19T16:20:09.402760+00:00", + "elapsed_ms": 2974.84, + "returncode": 1, + "prompt_metrics": { + "chars": 21204, + "bytes_utf8": 21204, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4a769218d61511791e7f85d689b9d98446fa32e8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/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": "2026-05-19T16:20:10.405487+00:00", + "ended_at": "2026-05-19T16:20:13.239236+00:00", + "elapsed_ms": 2833.7, + "returncode": 1, + "prompt_metrics": { + "chars": 21204, + "bytes_utf8": 21204, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f316a03675237c8d46e493664aa476394fea2904 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Curricular units 1st sem (approved), measure_col=Previous qualification.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (approved)", + "measure_col": "Previous qualification", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f316a03675237c8d46e493664aa476394fea2904 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Curricular units 1st sem (approved), measure_col=Previous qualification.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (approved)", + "measure_col": "Previous qualification", + "top_k": 13, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e7f4e527f1ea65fccc66b0f902d558aa75675bd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-918c-7802-85b9-4d9582af4beb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..126b226868cf4fe4af0d319fff3fd753e9821ebc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-918c-7802-85b9-4d9582af4beb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..16c553ae822316e075cd06212f16a0b3b11dbe30 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-a134-7690-a8f3-12251c2e1dd7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..2933f21bb7ca1119fb151ebdae9169145a9595bd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4109-a134-7690-a8f3-12251c2e1dd7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9e87956d3e66bd22/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6a29edf0eba561d64ac8f362e0475f2b49e9e3a1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:30.907552+00:00", + "ended_at": "2026-05-19T16:11:34.288843+00:00", + "elapsed_ms": 3381.27, + "returncode": 1, + "prompt_metrics": { + "chars": 21371, + "bytes_utf8": 21371, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b3a7f250f9ea615a14977a0d304a47bfaa6e5930 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:35.291525+00:00", + "ended_at": "2026-05-19T16:11:38.438261+00:00", + "elapsed_ms": 3146.7, + "returncode": 1, + "prompt_metrics": { + "chars": 21371, + "bytes_utf8": 21371, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1679bee0303b06c1b4a2fd1203a2f7f3d5c1254 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=GDP, measure_col=Course.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "GDP", + "measure_col": "Course", + "item_col": "Curricular units 2nd sem (approved)", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d1679bee0303b06c1b4a2fd1203a2f7f3d5c1254 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=GDP, measure_col=Course.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "GDP", + "measure_col": "Course", + "item_col": "Curricular units 2nd sem (approved)", + "top_k": 16, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 9500.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b4f7714873b43e58656477b67e144d94c14e3138 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-b3c6-7422-b9b8-922098706065"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..406089e760cb0870e4af4a985923e0bdb99e30ee --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-b3c6-7422-b9b8-922098706065"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d0a6cb0bf0990cbe9e35b01f748ebe8bf88ea144 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-c4ff-7380-b07d-7d74febeea69"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..51a15e7286b863047ca7bebd4c3222b5ab8cb52f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-c4ff-7380-b07d-7d74febeea69"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_9ee7d5a62400c529/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5e16c20b249f24e259c2d13ebb74064001e61c35 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:13.645449+00:00", + "ended_at": "2026-05-19T16:28:16.828170+00:00", + "elapsed_ms": 3182.68, + "returncode": 1, + "prompt_metrics": { + "chars": 21094, + "bytes_utf8": 21094, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6bde2d299d1b09e2d8e7dac9bfcb86200ac6670a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:17.831789+00:00", + "ended_at": "2026-05-19T16:28:20.868942+00:00", + "elapsed_ms": 3037.09, + "returncode": 1, + "prompt_metrics": { + "chars": 21094, + "bytes_utf8": 21094, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e97b492f86fcc5e4754d0efc49e51bda8c4ab78 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Marital status", + "measure_col": "Curricular units 2nd sem (enrolled)", + "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 DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8e97b492f86fcc5e4754d0efc49e51bda8c4ab78 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role ranked_signal_view. Focus on group_col=Marital status, measure_col=Curricular units 2nd sem (enrolled).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Marital status", + "measure_col": "Curricular units 2nd sem (enrolled)", + "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 DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..968cd3b62c073a111f649304015bf2df29338047 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-012f-7361-a3ed-c6ce9d5b99a9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..48f73f6e742ed9c2353edae8d3c8f70077603dd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-012f-7361-a3ed-c6ce9d5b99a9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2dcb4df3d9c038e264772bbbeae4a91b1dcf3de5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-118e-7e83-ad26-c24f4e337fdd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..dcbb177ae0ceae85912b9ec060838642dbb03e0c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-118e-7e83-ad26-c24f4e337fdd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a0c1021cc5b841fe/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7136cf4d7b0809d114feac1334da65897d63733f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:03.916726+00:00", + "ended_at": "2026-05-19T16:19:08.323872+00:00", + "elapsed_ms": 4407.12, + "returncode": 1, + "prompt_metrics": { + "chars": 21191, + "bytes_utf8": 21191, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5b05199736ffd8300cc13818d2b189f1978b0727 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:09.325981+00:00", + "ended_at": "2026-05-19T16:19:12.629084+00:00", + "elapsed_ms": 3303.06, + "returncode": 1, + "prompt_metrics": { + "chars": 21191, + "bytes_utf8": 21191, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fc1a77c629b1ed2579f7b4904aae55c8a054454 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (credited), measure_col=Application mode.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (credited)", + "measure_col": "Application mode", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fc1a77c629b1ed2579f7b4904aae55c8a054454 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=Curricular units 1st sem (credited), measure_col=Application mode.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (credited)", + "measure_col": "Application mode", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 39.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..88b3ad062ed48b63488ad3e3831dca93b93443a5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-9d53-7da1-94ed-95a479cb3609"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6bd56c93936ab295ed03e5613bbdbf9ca12407ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-9d53-7da1-94ed-95a479cb3609"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..81592a7d952a0993741a9aa015a5431100315e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-b291-71e2-ae0a-f4593976669f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0d824632cf3298848fe618b9e0bfbf4a20d248dd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-b291-71e2-ae0a-f4593976669f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2730217bdd0fb3e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ac4748de9ae021e6073b35f0d97944cf7ceb9ed5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:12.605144+00:00", + "ended_at": "2026-05-19T16:14:15.579576+00:00", + "elapsed_ms": 2974.4, + "returncode": 1, + "prompt_metrics": { + "chars": 21359, + "bytes_utf8": 21359, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fe8625792e1301b03c924a2e51b07fe41932dc73 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:16.582590+00:00", + "ended_at": "2026-05-19T16:14:19.493675+00:00", + "elapsed_ms": 2911.04, + "returncode": 1, + "prompt_metrics": { + "chars": 21359, + "bytes_utf8": 21359, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..549669aedde0d3adfa0fb5c0fcd08ce15c70a9d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (without evaluations)", + "predicate_col": "Tuition fees up to date", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..549669aedde0d3adfa0fb5c0fcd08ce15c70a9d9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (without evaluations).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (without evaluations)", + "predicate_col": "Tuition fees up to date", + "predicate_op": "=", + "predicate_value": "0", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..73eedea44846eb1d488361777fe960925cabec86 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-2b8e-7680-8677-4517d250b1be"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..fcc5eb6ac208d37f40225927b38e46db55b3778b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-2b8e-7680-8677-4517d250b1be"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f2cc96643866d2f65528bf3b8b170e59fb206b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-3b11-7430-8de4-8ac439dfdbca"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..075c861abff37f38688f6321796c7e7d36ea5ba9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-3b11-7430-8de4-8ac439dfdbca"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a2d46254ba04e1aa/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c33dfc3d453efbf4d8ddc149efe7cf142eaae13f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:12.632571+00:00", + "ended_at": "2026-05-19T16:19:16.789099+00:00", + "elapsed_ms": 4156.49, + "returncode": 1, + "prompt_metrics": { + "chars": 21195, + "bytes_utf8": 21195, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6bee38b3fcad324ec0f246a513eb43a28ce01a1e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:19:17.790912+00:00", + "ended_at": "2026-05-19T16:19:24.355207+00:00", + "elapsed_ms": 6564.26, + "returncode": 1, + "prompt_metrics": { + "chars": 21195, + "bytes_utf8": 21195, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..76fddca376081110c7698024fcf69b45226091f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Curricular units 1st sem (credited), measure_col=Application mode.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (credited)", + "measure_col": "Application mode", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..76fddca376081110c7698024fcf69b45226091f7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Curricular units 1st sem (credited), measure_col=Application mode.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 1st sem (credited)", + "measure_col": "Application mode", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 18.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..baf15183964caaa422e0665db918d52789d2d1f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-bf94-7f00-a5de-24b602c523cd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..27ea3903b71ca9899efebb7ebced90a80bf4f5a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-bf94-7f00-a5de-24b602c523cd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c0a6d85a2b19b9427a690b08b10512f156a7732f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-d3b1-7802-bdf9-abd0da476635"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf3aeb10eb29ce208ed96fb98b95e365334f2f60 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-d3b1-7802-bdf9-abd0da476635"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a4e95a8c2cc383c3/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..6df3f4474e99d5dfac92324cd1ee9bfc2e93c269 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/conversation.jsonl @@ -0,0 +1,4 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 20937, "bytes_utf8": 20937, "lines": 540, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "} +{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 20937, "bytes_utf8": 20937, "lines": 540, "estimated_tokens": null}} +{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 352, "bytes_utf8": 352, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17846, "cached_input_tokens": 12032, "output_tokens": 420, "reasoning_output_tokens": 329}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..bdd2791d4c74e22f7a0c65bc402f544bfcda684f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 2, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_a6d5969e25bacafd", + "api_calls": 0, + "input_tokens": 17846, + "cached_input_tokens": 12032, + "output_tokens": 420, + "total_tokens": 18266, + "cost_usd": 0.0, + "ai_cli_calls": 2, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 13533.68, + "sql_execution_elapsed_ms_total": 2.84, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5d69b5e405ed1d97ac814f1dad73202fa7e9a2bc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/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": "2026-05-19T16:06:47.938230+00:00", + "ended_at": "2026-05-19T16:06:51.303673+00:00", + "elapsed_ms": 3365.42, + "returncode": 1, + "prompt_metrics": { + "chars": 20937, + "bytes_utf8": 20937, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..9aa7b414c02d8cc9d9701805ffbe883372f8c08e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_attempt_2.metadata.json @@ -0,0 +1,45 @@ +{ + "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": "2026-05-19T16:06:52.306234+00:00", + "ended_at": "2026-05-19T16:07:02.474535+00:00", + "elapsed_ms": 10168.26, + "prompt_metrics": { + "chars": 20937, + "bytes_utf8": 20937, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 702, + "bytes_utf8": 702, + "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": 352, + "bytes_utf8": 352, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17846, + "cached_input_tokens": 12032, + "output_tokens": 420, + "reasoning_output_tokens": 329 + } + }, + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea9bf920f6724ace77da7bde81a24888ed169073 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Course, measure_col=Course.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Course", + "measure_col": "Course", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9556.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea9bf920f6724ace77da7bde81a24888ed169073 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Course, measure_col=Course.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Course", + "measure_col": "Course", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9556.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5b38e386141beb0ee86d2b9dcee84977899eed9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-6298-75f3-a30e-3f5e9bbe1f85"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d05155a65ae23b487286a25a0b0cddcda34b71b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-6298-75f3-a30e-3f5e9bbe1f85"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..903deeba4960e70f4a27ed5f8cd97362086b6f0b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fd-7395-7212-b5a4-910d288295d2"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"Course\\\", SUM(CAST(\\\"Course\\\" AS REAL)) AS total_measure\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Course\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Uses the required grouped numeric sum template with \\\"Course\\\" as both the group and measure column; CAST ensures SQLite sums the TEXT-stored course codes numerically.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17846,"cached_input_tokens":12032,"output_tokens":420,"reasoning_output_tokens":329}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7e2941cf476faeb5251d8d2cf74fddfa3f44e93c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_response_attempt_2.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Course\", SUM(CAST(\"Course\" AS REAL)) AS total_measure\nFROM \"m5\"\nGROUP BY \"Course\"\nORDER BY total_measure DESC;","notes":"Uses the required grouped numeric sum template with \"Course\" as both the group and measure column; CAST ensures SQLite sums the TEXT-stored course codes numerically."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a6d5969e25bacafd/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8792765a71ab08e07ff569f94fdaa72bbd934e71 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/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": "2026-05-19T16:20:40.765833+00:00", + "ended_at": "2026-05-19T16:20:44.088982+00:00", + "elapsed_ms": 3323.12, + "returncode": 1, + "prompt_metrics": { + "chars": 21182, + "bytes_utf8": 21182, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2d9e57061e553b7253ba105c6d2d34828edad604 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/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": "2026-05-19T16:20:45.090657+00:00", + "ended_at": "2026-05-19T16:20:49.784200+00:00", + "elapsed_ms": 4693.52, + "returncode": 1, + "prompt_metrics": { + "chars": 21182, + "bytes_utf8": 21182, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..63185e18c3d3822537b42dd1129aac68f141cf7b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Nacionality.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Nacionality", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..63185e18c3d3822537b42dd1129aac68f141cf7b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=Curricular units 2nd sem (credited), measure_col=Nacionality.", + "planned_template_id": "tpl_grouped_percentile_point", + "bindings": { + "group_col": "Curricular units 2nd sem (credited)", + "measure_col": "Nacionality", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..27e735a92a5814a77dbacda30e828cb4bd2995ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-17e0-7551-a27a-4f48d01e7e4a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..13207762512351b37c94466b835564e7f30ffa8b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-17e0-7551-a27a-4f48d01e7e4a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..81367c5124064f0338a6d3ce3857ee3f0e4e7a22 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-289d-72a0-9aaa-c2637c86565e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cafb641702ef57a39460f040d02dec6e936a8de1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410a-289d-72a0-9aaa-c2637c86565e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a7e0ea5e133e52e1/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b3b39383a8b0c10319954fa5a313c930de4a8ec0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:33.795355+00:00", + "ended_at": "2026-05-19T16:27:38.421203+00:00", + "elapsed_ms": 4625.81, + "returncode": 1, + "prompt_metrics": { + "chars": 20986, + "bytes_utf8": 20986, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d06c0392791fd91cbdd12c38e7706749a33f1ce7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..d06c0392791fd91cbdd12c38e7706749a33f1ce7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_set_consistency with semantic role rare_extreme_view. Focus on group_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (approved)", + "top_k": 11, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c824b414cbcabf84c801a40891b23493bfa3b24e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-65a4-7b30-b42d-f4d3daa9b8db"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..68d4075dbd64e0334990deddc55499bd6ebd3ab6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-7bb8-72d1-a7c8-1f6b74a3b198"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_a9b73c2c8729f6cd/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..443ee8c609c2f26076fa62e22ad0ec1cc32295f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/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": "2026-05-19T16:06:03.486338+00:00", + "ended_at": "2026-05-19T16:06:07.217750+00:00", + "elapsed_ms": 3731.38, + "returncode": 1, + "prompt_metrics": { + "chars": 20968, + "bytes_utf8": 20968, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6db4ab0f0a09b1a000b580f22840647c3f71cb45 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/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": "2026-05-19T16:06:08.220483+00:00", + "ended_at": "2026-05-19T16:06:11.268043+00:00", + "elapsed_ms": 3047.51, + "returncode": 1, + "prompt_metrics": { + "chars": 20968, + "bytes_utf8": 20968, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..67efbd22fd9ad7d04be4459916256cda0af74a64 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Marital status, measure_col=Marital status.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Marital status", + "measure_col": "Marital status", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..67efbd22fd9ad7d04be4459916256cda0af74a64 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Marital status, measure_col=Marital status.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Marital status", + "measure_col": "Marital status", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..69719e233e4572c7572a56cae0de703f53561909 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-b4d9-7a92-9f41-90044310c773"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6f98396099259be2d640aaeb473d948851d32588 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-b4d9-7a92-9f41-90044310c773"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..b72b95c33ad78b75b70e31c75ccc5f4aa0edd17d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-c775-7102-bac3-e32a005b1f60"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..548a36126018cf210057a86b53c825247dfb6a8d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fc-c775-7102-bac3-e32a005b1f60"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_b528c591e4a27ac8/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e6c88ab99fd4e88b7bdc08f3ef8b32a587cfb768 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:03.046487+00:00", + "ended_at": "2026-05-19T16:15:06.402938+00:00", + "elapsed_ms": 3356.43, + "returncode": 1, + "prompt_metrics": { + "chars": 21142, + "bytes_utf8": 21142, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f3aa3c13dc6caf737f9d25c794052b3da1670823 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:07.406981+00:00", + "ended_at": "2026-05-19T16:15:11.050665+00:00", + "elapsed_ms": 3643.63, + "returncode": 1, + "prompt_metrics": { + "chars": 21142, + "bytes_utf8": 21142, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..adc2070259d7fea76627e4b540fdd995a5c8de0e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Mother's qualification.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Mother's qualification", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..adc2070259d7fea76627e4b540fdd995a5c8de0e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Mother's qualification.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Mother's qualification", + "top_k": 13, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 37.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf2240b21856ee6ab46c1c90f857d70d1011fd4e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-f09f-7910-912b-7a0951400bc4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1ecb555200918720108b35bdb513f8c4ba9bf49f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-f09f-7910-912b-7a0951400bc4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..afc91bf890601236f58a8afd4a59c756937d0853 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-01c3-7403-baeb-89a563d3c34e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0662c1a412ba8cb92ffc321b1abe3994ea7b6467 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-01c3-7403-baeb-89a563d3c34e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_ba1821cfc5d7f222/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..51a6bd8a89098c8647424f2886100526deda3769 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/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": "2026-05-19T16:08:58.195005+00:00", + "ended_at": "2026-05-19T16:09:01.331357+00:00", + "elapsed_ms": 3136.33, + "returncode": 1, + "prompt_metrics": { + "chars": 20883, + "bytes_utf8": 20883, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dccf86d79d40d4d125795cf59598d9def0f39409 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:02.333843+00:00", + "ended_at": "2026-05-19T16:09:05.537401+00:00", + "elapsed_ms": 3203.52, + "returncode": 1, + "prompt_metrics": { + "chars": 20883, + "bytes_utf8": 20883, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0763c4ba6acfef725634cdbea1dbb2343887f6b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Tuition fees up to date.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Tuition fees up to date", + "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": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0763c4ba6acfef725634cdbea1dbb2343887f6b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Tuition fees up to date.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Tuition fees up to date", + "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": 7.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e62c22993d2702499dd1d0e86979741b15db8070 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-5f6d-7332-8edd-54f883507e7f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1f70662bb1f735778946b8dcc3b98c2c21103b05 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-5f6d-7332-8edd-54f883507e7f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..828cf77002f805c571f78cece42b711066a3d272 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-6f82-7222-8279-8c0db67d44d1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..97fbb988313616014f0c9ca40a73ee8edc9dbbfe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-6f82-7222-8279-8c0db67d44d1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bb1b3faaf8e3bf93/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6c8f6e90b5cb78c2b45015bcbfc8e756cd3ebfd9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:21:55.358377+00:00", + "ended_at": "2026-05-19T16:21:59.044907+00:00", + "elapsed_ms": 3686.5, + "returncode": 1, + "prompt_metrics": { + "chars": 21226, + "bytes_utf8": 21226, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..6656566b12e404c3a8d71d8bb79f84efcf3e65bd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:22:00.047444+00:00", + "ended_at": "2026-05-19T16:22:04.098290+00:00", + "elapsed_ms": 4050.81, + "returncode": 1, + "prompt_metrics": { + "chars": 21226, + "bytes_utf8": 21226, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fb404975b961d3144bab41806b4448565565e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fb404975b961d3144bab41806b4448565565e2f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=Inflation rate, condition_col=Scholarship holder.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Inflation rate", + "condition_col": "Scholarship holder", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 11, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 25.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..55a3f8441bcbdf5773e45ebaa65790058d304ee5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-3b26-7b52-a05f-17c9b9d01197"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..310f0407316491ade9d9a4bdbbeb1697db924971 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-3b26-7b52-a05f-17c9b9d01197"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..3826fa0d68d94d48a2270e3406d560c630c7ecba --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-4d90-7313-ab51-12f5b56176d8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5bf385c2e4d59c0d754d58f066f3dbe199e31443 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410b-4d90-7313-ab51-12f5b56176d8"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bde2fbf26f0b65d7/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..652faa4601ea5acd28ceeeb2e5dd3e17da453db2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:08.129578+00:00", + "ended_at": "2026-05-19T16:25:11.635519+00:00", + "elapsed_ms": 3505.89, + "returncode": 1, + "prompt_metrics": { + "chars": 20870, + "bytes_utf8": 20870, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4c2bd3e82d45b74a4ad282ee09417d8a6d6369e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:25:12.639018+00:00", + "ended_at": "2026-05-19T16:25:16.473414+00:00", + "elapsed_ms": 3834.34, + "returncode": 1, + "prompt_metrics": { + "chars": 20870, + "bytes_utf8": 20870, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a47c1b0f7d70f615498fe45051b9f278e043d811 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=GDP.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "GDP", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a47c1b0f7d70f615498fe45051b9f278e043d811 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=GDP.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "GDP", + "top_k": 11, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.79, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..881ac565796c0444e4040fbbd6b5475dd1121899 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-2c8e-79f3-b906-f254998821f6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6570a4cb6d325bf1abaec1c430c345d96fcdac97 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-2c8e-79f3-b906-f254998821f6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1a7d5db9b63ce78d5fb3c4e7b9402ca49a8f3bca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-3e25-7852-9b02-92cb4a6de57b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..b926d07fa7ba3a094f45ade0564353c2f88b7c3d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-3e25-7852-9b02-92cb4a6de57b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_bf5fef801aab5d21/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7c80ff6d18cd94a813752a8f6797f09102f1558d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/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": "2026-05-19T16:29:42.364473+00:00", + "ended_at": "2026-05-19T16:29:45.487854+00:00", + "elapsed_ms": 3123.34, + "returncode": 1, + "prompt_metrics": { + "chars": 21047, + "bytes_utf8": 21047, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0850a608fd97bc09dc7d74654063467e3f5a8b74 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:29:46.491513+00:00", + "ended_at": "2026-05-19T16:29:50.354244+00:00", + "elapsed_ms": 3862.67, + "returncode": 1, + "prompt_metrics": { + "chars": 21047, + "bytes_utf8": 21047, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e325d44f2b9ad7f2df7f061ad9ef5c770cb87c60 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Nacionality, measure_col=Inflation rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Inflation rate", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e325d44f2b9ad7f2df7f061ad9ef5c770cb87c60 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe slice_level_consistency with semantic role filtered_stable_view. Focus on group_col=Nacionality, measure_col=Inflation rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Inflation rate", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 2.6, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..dfbb832e139fdff87d7b19acef55e5f5fcff40ef --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-5bb4-7722-85f2-e75de50ade12"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..bf588db37cf5f2649b35b1683add05e5a5f12bdd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-5bb4-7722-85f2-e75de50ade12"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..be58d30e55332b245af1e3ea2ac15c7a0b7f8ee8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-6be3-7b20-9ec3-46955ff660dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..77c1bdf10af847bec2d5f93b0b1746165179624a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-6be3-7b20-9ec3-46955ff660dd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c1714a47c7377255/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e5c4e9769345fc03871ec79e1759c5f792c31d62 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/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": "2026-05-19T16:23:03.999634+00:00", + "ended_at": "2026-05-19T16:23:07.782854+00:00", + "elapsed_ms": 3783.18, + "returncode": 1, + "prompt_metrics": { + "chars": 21211, + "bytes_utf8": 21211, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..cc251be8afdb4db651c30ad7775d603696b940f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/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": "2026-05-19T16:23:08.785589+00:00", + "ended_at": "2026-05-19T16:23:12.165319+00:00", + "elapsed_ms": 3379.68, + "returncode": 1, + "prompt_metrics": { + "chars": 21211, + "bytes_utf8": 21211, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..85b6053f0feb9e77c9d93d62373c7f2911aaacde --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Marital status, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "2", + "positive_value": "1", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..85b6053f0feb9e77c9d93d62373c7f2911aaacde --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=Marital status, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Marital status", + "condition_col": "Marital status", + "condition_value": "2", + "positive_value": "1", + "negative_value": "2", + "top_k": 19, + "top_n": 7, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e8afd003c454a67316edc4bd58aa40deddbf4ce6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-47b6-77d2-a057-b62ddb1c3b72"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..286148a35430ab0f59ce36db3394855d63f93ae6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-47b6-77d2-a057-b62ddb1c3b72"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..ae629b6ccaad8200e680abbe51a7a6b76e4b1500 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-5a79-7c42-860f-9d26563c5885"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f2bfaeb4651ae328a683dff97608e13ecb58dd6c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410c-5a79-7c42-860f-9d26563c5885"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c2015ae5458d4965/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..b4a0e44680ba8ab1e8b8b10ef395154ec89abc37 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:26.094389+00:00", + "ended_at": "2026-05-19T16:18:32.603643+00:00", + "elapsed_ms": 6509.22, + "returncode": 1, + "prompt_metrics": { + "chars": 21513, + "bytes_utf8": 21513, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..0a6d9536e763c1edfc266bfe57bb79b01135c250 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:33.606467+00:00", + "ended_at": "2026-05-19T16:18:36.944045+00:00", + "elapsed_ms": 3337.52, + "returncode": 1, + "prompt_metrics": { + "chars": 21513, + "bytes_utf8": 21513, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7d1bf9f27866e58b0874e5e0cad7c3afd859ff5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Gender, measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Gender", + "measure_col": "Unemployment rate", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e7d1bf9f27866e58b0874e5e0cad7c3afd859ff5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Gender, measure_col=Unemployment rate.", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Gender", + "measure_col": "Unemployment rate", + "top_k": 11, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a53d8460b7854607b74af3b8b264ac771a6f9ae1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-09ac-7133-9f53-daa1e15a427a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..2bd76332a8bdca0405294507809e2ea3a70976f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-09ac-7133-9f53-daa1e15a427a"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..49e99fbfc1e2581f5f2108a51ce19fac8c24bbc9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-2709-7b72-a4bd-d0c44c28c924"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..f5e9c3a62d03707dfa1c61d49eb23d4a806174f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4108-2709-7b72-a4bd-d0c44c28c924"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c287ca750f347a94/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..49719a3bcbdcd644a1d9dfb531c4ebaea648593e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21016, "bytes_utf8": 21016, "lines": 540, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 459, "bytes_utf8": 459, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17854, "cached_input_tokens": 12032, "output_tokens": 459, "reasoning_output_tokens": 353}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..11e499977faad65d919a5e90d0c9c6ff06deb514 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_c95bd517492a6373", + "api_calls": 0, + "input_tokens": 17854, + "cached_input_tokens": 12032, + "output_tokens": 459, + "total_tokens": 18313, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 11549.54, + "sql_execution_elapsed_ms_total": 2.14, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c7b9c48421cf0d764525efd34e833c64f6917264 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:38.495744+00:00", + "ended_at": "2026-05-19T16:07:50.045309+00:00", + "elapsed_ms": 11549.54, + "prompt_metrics": { + "chars": 21016, + "bytes_utf8": 21016, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 821, + "bytes_utf8": 821, + "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": 459, + "bytes_utf8": 459, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17854, + "cached_input_tokens": 12032, + "output_tokens": 459, + "reasoning_output_tokens": 353 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6e8dbddf4f7dc78b0d5b179d5c524ed50e981b2b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Previous qualification, measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Previous qualification (grade)", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 140.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..570d1842aeaf11fd464b1464ba2169abee9d7438 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-281c-7850-adef-813ced3c25bb"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"Previous qualification\\\", SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Applied the grouped numeric sum template with \\\"Previous qualification\\\" as the grouping column and cast \\\"Previous qualification (grade)\\\" to REAL before summing because the schema snapshot shows TEXT storage.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17854,"cached_input_tokens":12032,"output_tokens":459,"reasoning_output_tokens":353}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5d74f1b8616f22a4b7e0e2f54e12dc084bb0e1b6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Previous qualification\", SUM(CAST(\"Previous qualification (grade)\" AS REAL)) AS \"total_measure\"\nFROM \"m5\"\nGROUP BY \"Previous qualification\"\nORDER BY \"total_measure\" DESC;","notes":"Applied the grouped numeric sum template with \"Previous qualification\" as the grouping column and cast \"Previous qualification (grade)\" to REAL before summing because the schema snapshot shows TEXT storage."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_c95bd517492a6373/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..7b346712798314e0757cbf8873c5607bf981472e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:05.540561+00:00", + "ended_at": "2026-05-19T16:09:08.384375+00:00", + "elapsed_ms": 2843.79, + "returncode": 1, + "prompt_metrics": { + "chars": 20849, + "bytes_utf8": 20849, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..93bab18d57ac13d46708e3fb804ba94891f9c7ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:09:09.387520+00:00", + "ended_at": "2026-05-19T16:09:14.063664+00:00", + "elapsed_ms": 4676.1, + "returncode": 1, + "prompt_metrics": { + "chars": 20849, + "bytes_utf8": 20849, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..1608f4566bec9c00e1c47ba461b42d85e9aff053 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Gender.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Gender", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1608f4566bec9c00e1c47ba461b42d85e9aff053 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Gender.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Gender", + "top_k": 10, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 10.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c8a096f5f1dc59e4710424bb52a92bda1ad9d2c7 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-7bfd-7151-a54b-cc7f3ef896df"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..f991dc795bb530b3ab39b4519d0a6fd51e20f103 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-7bfd-7151-a54b-cc7f3ef896df"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4e534561b8ad93c67397eb4fa17934b5de09b0cd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-8b08-7b50-ae42-c714cbaf9acb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..c24c65bd17ff7fe71c0ace4ee24e33a4ddc82094 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-8b08-7b50-ae42-c714cbaf9acb"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cb16f5dabcd72803/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/conversation.jsonl b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/conversation.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4d2ce5490e0536f794a918a8f33df87a6d27af4d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/conversation.jsonl @@ -0,0 +1,2 @@ +{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 21019, "bytes_utf8": 21019, "lines": 540, "estimated_tokens": null}} +{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 372, "bytes_utf8": 372, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17854, "cached_input_tokens": 12032, "output_tokens": 305, "reasoning_output_tokens": 214}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/session_summary.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/session_summary.json new file mode 100644 index 0000000000000000000000000000000000000000..e4843a4bfde976dabaf1dd1b1813562e05d7e30d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/session_summary.json @@ -0,0 +1,25 @@ +{ + "engine": "v2-cli:codex", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "ai_cli_calls": 1, + "usage_summary": { + "dataset_id": "m5", + "model": "v2-cli:codex", + "run_id": "v2q_m5_cec7d1fa87119c37", + "api_calls": 0, + "input_tokens": 17854, + "cached_input_tokens": 12032, + "output_tokens": 305, + "total_tokens": 18159, + "cost_usd": 0.0, + "ai_cli_calls": 1, + "estimated_input_tokens": 0, + "estimated_output_tokens": 0, + "estimated_total_tokens": 0, + "usage_source": "ai_cli_json_usage", + "cli_elapsed_ms_total": 9004.16, + "sql_execution_elapsed_ms_total": 3.71, + "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/conversation.jsonl", + "note": "Executed through a local AI CLI with structured usage metadata." + } +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..2cde758c264b0a3293225f05fce8f5cb2ec61ae3 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_attempt_1.metadata.json @@ -0,0 +1,45 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:07:50.051564+00:00", + "ended_at": "2026-05-19T16:07:59.055755+00:00", + "elapsed_ms": 9004.16, + "prompt_metrics": { + "chars": 21019, + "bytes_utf8": 21019, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 718, + "bytes_utf8": 718, + "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": 372, + "bytes_utf8": 372, + "lines": 1, + "estimated_tokens": null + }, + "usage": { + "input_tokens": 17854, + "cached_input_tokens": 12032, + "output_tokens": 305, + "reasoning_output_tokens": 214 + } + }, + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e018031a4ff5df88cdc7a951a97179ca15d5726f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Previous qualification, measure_col=Previous qualification (grade).", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Previous qualification (grade)", + "top_k": 15, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 136.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..52262bd0e99b1ce3eb026ba84c88fdc4adeeeca0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-551d-7fc1-80a2-f029774b70ae"} +{"type":"turn.started"} +{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"Previous qualification\\\", SUM(CAST(\\\"Previous qualification (grade)\\\" AS REAL)) AS total_measure\\nFROM \\\"m5\\\"\\nGROUP BY \\\"Previous qualification\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Used the planned grouped-sum template with the bound columns. Cast the measure to REAL because the SQLite schema stores it as TEXT.\"}"}} +{"type":"turn.completed","usage":{"input_tokens":17854,"cached_input_tokens":12032,"output_tokens":305,"reasoning_output_tokens":214}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60eef9b2d2eb7fdd637824efc5fb845042a17759 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_response_attempt_1.txt @@ -0,0 +1 @@ +{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"Previous qualification\", SUM(CAST(\"Previous qualification (grade)\" AS REAL)) AS total_measure\nFROM \"m5\"\nGROUP BY \"Previous qualification\"\nORDER BY total_measure DESC;","notes":"Used the planned grouped-sum template with the bound columns. Cast the measure to REAL because the SQLite schema stores it as TEXT."} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cec7d1fa87119c37/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cf9b05fe19ebf17b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cf9b05fe19ebf17b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5848aab8ccab1d83abe5d61b2effa911580544b0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cf9b05fe19ebf17b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-069e-7332-9628-efa78b3d317e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cf9b05fe19ebf17b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cf9b05fe19ebf17b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..93fd4322e79ae6dae37014c742bdadd82cf592f9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_cf9b05fe19ebf17b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-1802-7813-8b0a-0b8b6d3c72e5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..83c31bc1b2116ebbd7849a57bad9c968d56c08a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:18.010452+00:00", + "ended_at": "2026-05-19T16:27:21.527761+00:00", + "elapsed_ms": 3517.26, + "returncode": 1, + "prompt_metrics": { + "chars": 20992, + "bytes_utf8": 20992, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ee074be557ef09bc0716ede689b86f6bdf054ceb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:27:22.531851+00:00", + "ended_at": "2026-05-19T16:27:26.031668+00:00", + "elapsed_ms": 3499.75, + "returncode": 1, + "prompt_metrics": { + "chars": 20992, + "bytes_utf8": 20992, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b09d41fe2a1d65bdac188281581eb24f7d8c022 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3b09d41fe2a1d65bdac188281581eb24f7d8c022 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tail_low_support_group_count_v2", + "template_name": "Low-Support Group Count", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};", + "required_roles": [ + "group_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_tail_low_support_group_count_v2", + "bindings": { + "group_col": "Curricular units 2nd sem (evaluations)", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT\n {group_col},\n COUNT(*) AS support\nFROM {table}\nGROUP BY {group_col}\nORDER BY support ASC, {group_col}\nLIMIT {top_k};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4a22effe87107695f2ad91ddafeb4fd00b708c62 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-282a-7021-b551-66a22e1329e6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..3ef29fbba6dfda5a0faeec98d40c92281048d3ac --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-282a-7021-b551-66a22e1329e6"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..41a18d3860fec2d82b5fb2f24efeb81f74cf937a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-39d4-7113-9412-3789dc39afed"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5c7aa5f9808c1dc4b8e4dd113d908f27c36ae2cc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4110-39d4-7113-9412-3789dc39afed"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d1dce58f3d298cc7/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..f054b23840a4ecd30cefd604d9c61ea7c68f8ebc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:55.951229+00:00", + "ended_at": "2026-05-19T16:14:58.941341+00:00", + "elapsed_ms": 2990.09, + "returncode": 1, + "prompt_metrics": { + "chars": 21120, + "bytes_utf8": 21120, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..dc61d20d5ff38b3b1576e47e30f05c7654ee8f44 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:14:59.943319+00:00", + "ended_at": "2026-05-19T16:15:03.043276+00:00", + "elapsed_ms": 3099.92, + "returncode": 1, + "prompt_metrics": { + "chars": 21120, + "bytes_utf8": 21120, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec4d5dc5458d6227fb892d12ec073d8c4d299d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Nacionality.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Nacionality", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ec4d5dc5458d6227fb892d12ec073d8c4d299d9b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Nacionality.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Nacionality", + "top_k": 12, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..1bfc525ed16e668a8861fab302eb9f19316c027d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-d4d7-7653-bdb8-706fc203854b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..645c04a1b0d556330b4c2722420f813f05172931 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-d4d7-7653-bdb8-706fc203854b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..59b27224df0546b8efa6c6a490942e5ace80d001 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-e475-7bd1-94b8-d5d28e59922f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..9aabc95ddf813adaad4f4c3632770da7c09ae39e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4104-e475-7bd1-94b8-d5d28e59922f"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d26f1254140666b6/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d4ad093645f462b485344c9398699c12a2a340f1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/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": "2026-05-19T16:07:31.327084+00:00", + "ended_at": "2026-05-19T16:07:34.541360+00:00", + "elapsed_ms": 3214.25, + "returncode": 1, + "prompt_metrics": { + "chars": 21008, + "bytes_utf8": 21008, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..749b7542a31e755c94e4acbbbb107f29039c1843 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/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": "2026-05-19T16:07:35.543403+00:00", + "ended_at": "2026-05-19T16:07:38.492096+00:00", + "elapsed_ms": 2948.66, + "returncode": 1, + "prompt_metrics": { + "chars": 21008, + "bytes_utf8": 21008, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd53ea00df0101f7832ce6e802d58890a783a00b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Daytime/evening attendance, measure_col=Previous qualification.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Daytime/evening attendance", + "measure_col": "Previous qualification", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cd53ea00df0101f7832ce6e802d58890a783a00b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Daytime/evening attendance, measure_col=Previous qualification.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Daytime/evening attendance", + "measure_col": "Previous qualification", + "top_k": 19, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..a21aceac64c2d25eb0eec1c3c537c9bc6205c93b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-0c06-7e03-b911-37cc230a4c2b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..11d49fc21fe200e7a32e4c532c182453420d5591 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-0c06-7e03-b911-37cc230a4c2b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5792841110e07a2d003c2f126c07fed0cec8937c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-1c72-77d2-927d-0b56a612d9e9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..dda236b652237a64fa0a9d0604802bf0ff7406b4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-1c72-77d2-927d-0b56a612d9e9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2de85f74b4ac40b/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4c622ab9256eac11bffc17b62f3e7be3400d1ab9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:28.165396+00:00", + "ended_at": "2026-05-19T16:28:31.728682+00:00", + "elapsed_ms": 3563.24, + "returncode": 1, + "prompt_metrics": { + "chars": 21105, + "bytes_utf8": 21105, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..225deaae32381d8d2951b7b1bdf4a3fe662e6c87 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:28:32.732127+00:00", + "ended_at": "2026-05-19T16:28:36.195197+00:00", + "elapsed_ms": 3462.81, + "returncode": 1, + "prompt_metrics": { + "chars": 21105, + "bytes_utf8": 21105, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..72776ad36d73969588a25834956aed7fae0d90a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "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": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..72776ad36d73969588a25834956aed7fae0d90a4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=Application mode, measure_col=Curricular units 2nd sem (evaluations).", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Application mode", + "measure_col": "Curricular units 2nd sem (evaluations)", + "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": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0c6a01bd39f9d081b7e80538dc5be067cf315408 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-39f4-7c50-a028-7d8f04539875"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..d039638869de0658a43fd980cb4456cce9b518e2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-39f4-7c50-a028-7d8f04539875"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c44bb022f756b6a4c05b8a6556a775f1fee123a8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-4bcb-7af2-b9f5-b5c096f77ff0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..24277bb59bc7360a295bd71924f33fff3099295f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4111-4bcb-7af2-b9f5-b5c096f77ff0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d2f86e733206a0ca/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..352208637eb18c3f29636df708d6e6d41a5fded6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:11.233049+00:00", + "ended_at": "2026-05-19T16:18:14.373658+00:00", + "elapsed_ms": 3140.57, + "returncode": 1, + "prompt_metrics": { + "chars": 21603, + "bytes_utf8": 21603, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ca3aa8550573b9a3b798f51c90d5f4250f065371 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:15.376889+00:00", + "ended_at": "2026-05-19T16:18:18.627440+00:00", + "elapsed_ms": 3250.49, + "returncode": 1, + "prompt_metrics": { + "chars": 21603, + "bytes_utf8": 21603, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e251ba96450ec62c997b0897366f8ea16800b9f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Tuition fees up to date, measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Tuition fees up to date", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e251ba96450ec62c997b0897366f8ea16800b9f8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Tuition fees up to date, measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Tuition fees up to date", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 10, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..0ef02f414215b6f32a1e57d7b7f04f4e8fb51888 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-d02f-7ed1-b820-eddc483f88a3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6416c7cb96fac395b8c54777e778cc78fac68bbf --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-d02f-7ed1-b820-eddc483f88a3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7f0882f3fa9e243ec3e9d83979a933544b0c8d7b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-e04d-7cc0-8b41-04feaa6c1bf2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7ebfa91949c7da836d0d6c9b29eb2b4c51fb6d27 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-e04d-7cc0-8b41-04feaa6c1bf2"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d4e79b7413c89fc5/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3ce7df64737403f3dc693d8d4f8347e10c7a6ed8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:02.541650+00:00", + "ended_at": "2026-05-19T16:24:05.968422+00:00", + "elapsed_ms": 3426.74, + "returncode": 1, + "prompt_metrics": { + "chars": 21188, + "bytes_utf8": 21188, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d97e87000e3cc91e68d2fd03e563f45da0f1a8fd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:06.970816+00:00", + "ended_at": "2026-05-19T16:24:10.249800+00:00", + "elapsed_ms": 3278.93, + "returncode": 1, + "prompt_metrics": { + "chars": 21188, + "bytes_utf8": 21188, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..88bdb7c439cf6e18808332b6f050751c0ada2b24 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Course, condition_col=Displaced.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..88bdb7c439cf6e18808332b6f050751c0ada2b24 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_condition_rate", + "template_name": "Grouped Condition Rate", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Course, condition_col=Displaced.", + "planned_template_id": "tpl_m4_group_condition_rate", + "bindings": { + "group_col": "Course", + "condition_col": "Displaced", + "condition_value": "0", + "positive_value": "1", + "negative_value": "0", + "top_k": 17, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col},\n AVG(CASE WHEN {condition_col} = {condition_value} THEN 1 ELSE 0 END) AS condition_rate\nFROM {table}\nGROUP BY {group_col}\nORDER BY condition_rate DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..31dc554aa11decb47d392553ac194505a0f347a2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-2c6f-7e53-a672-e4d83f7398e4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8fec40c7625413b7b11ffacb78703b7d92190e55 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-2c6f-7e53-a672-e4d83f7398e4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..c7fef4b2de169bb21c0e9e9a7730dde48044eb11 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-3d9e-7183-8b54-3b1095e2a8e1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..dd5d85d9338fc8a985e17caca3ce6e249a459c47 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-3d9e-7183-8b54-3b1095e2a8e1"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_d82b29eb63379d7e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4d2d25d10966e9698b233f39d80e94bcc9aaf13d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/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": "2026-05-19T16:13:48.206898+00:00", + "ended_at": "2026-05-19T16:13:51.479174+00:00", + "elapsed_ms": 3272.25, + "returncode": 1, + "prompt_metrics": { + "chars": 21323, + "bytes_utf8": 21323, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..16545f9668970b224da8ee03a4c3b699867433aa --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/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": "2026-05-19T16:13:52.480969+00:00", + "ended_at": "2026-05-19T16:13:55.743408+00:00", + "elapsed_ms": 3262.37, + "returncode": 1, + "prompt_metrics": { + "chars": 21323, + "bytes_utf8": 21323, + "lines": 544, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab6591a7090720dad28c331b7927e17a7c336b36 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (enrolled).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (enrolled)", + "predicate_col": "Displaced", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ab6591a7090720dad28c331b7927e17a7c336b36 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,544 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_c2_filtered_group_count_2d", + "template_name": "Filtered Two-Dimensional Group Count", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;", + "required_roles": [ + "group_col", + "group_col_2", + "predicate_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=Application mode, group_col_2=Curricular units 1st sem (enrolled).", + "planned_template_id": "tpl_c2_filtered_group_count_2d", + "bindings": { + "group_col": "Application mode", + "group_col_2": "Curricular units 1st sem (enrolled)", + "predicate_col": "Displaced", + "predicate_op": "=", + "predicate_value": "1", + "top_k": 10, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..4da353b1dbbe8558db030e71ea46e9fff5783dca --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-cc2d-7860-be85-211d190b4861"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8af09b005a57958bafcb1e036f16ea2cdc9ca1f4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-cc2d-7860-be85-211d190b4861"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..5eeb4efdefe422f5419619c0c7b8036443549ba1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-dcd2-77b3-b397-399a44d61587"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..cfb47f2ec23af3e9542e661571229553c0dae183 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-dcd2-77b3-b397-399a44d61587"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_dc650765924877ca/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..226b8c9093ae74c3eb129d09055b397fbeaea727 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:45.960864+00:00", + "ended_at": "2026-05-19T16:17:49.367384+00:00", + "elapsed_ms": 3406.47, + "returncode": 1, + "prompt_metrics": { + "chars": 21588, + "bytes_utf8": 21588, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..941fda6fb2b6c0151009c9c692d7425866cfb2e1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:17:50.371070+00:00", + "ended_at": "2026-05-19T16:17:55.205771+00:00", + "elapsed_ms": 4834.62, + "returncode": 1, + "prompt_metrics": { + "chars": 21588, + "bytes_utf8": 21588, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a5bedd78708fe18c6eb3b48ed64d2caa524ef82 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Educational special needs, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Educational special needs", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7a5bedd78708fe18c6eb3b48ed64d2caa524ef82 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Educational special needs, measure_col=Curricular units 2nd sem (approved).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Educational special needs", + "measure_col": "Curricular units 2nd sem (approved)", + "top_k": 18, + "top_n": 6, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..791721ef1b6692bfe128200f4f984a3b5a3e6c03 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-6d68-75c3-a9b7-8c06cd1883e3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..17c65556cbb4ae92997b200fcdfdbe8259eaf65d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-6d68-75c3-a9b7-8c06cd1883e3"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..d32dcf4e975a966454b28a698149a7b2f220a242 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-7e8b-7432-82aa-4a7524b5b898"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..97579672f1da1138855050794e11c4badb85ae8d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-7e8b-7432-82aa-4a7524b5b898"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e280806fe668cffe/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5b5610b456d9642176b739a22d4340740fb342ce --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:18.632174+00:00", + "ended_at": "2026-05-19T16:18:21.856372+00:00", + "elapsed_ms": 3224.17, + "returncode": 1, + "prompt_metrics": { + "chars": 21606, + "bytes_utf8": 21606, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d4a73ce614db963f6e59a0129dc4c3dcdd18f6f5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:18:22.858958+00:00", + "ended_at": "2026-05-19T16:18:26.090111+00:00", + "elapsed_ms": 3231.08, + "returncode": 1, + "prompt_metrics": { + "chars": 21606, + "bytes_utf8": 21606, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..0149c3b25ffe7c1b7dec280a1a92821942e52f0a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Tuition fees up to date, measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Tuition fees up to date", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..0149c3b25ffe7c1b7dec280a1a92821942e52f0a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_tpch_relative_total_threshold", + "template_name": "Relative-to-Total Extreme Threshold", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Tuition fees up to date, measure_col=Curricular units 2nd sem (without evaluations).", + "planned_template_id": "tpl_tpch_relative_total_threshold", + "bindings": { + "group_col": "Tuition fees up to date", + "measure_col": "Curricular units 2nd sem (without evaluations)", + "top_k": 15, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.05, + "baseline_multiplier": 1.75, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 4, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col}, SUM({measure_col}) AS group_value\n FROM {table}\n GROUP BY {group_col}\n), total AS (\n SELECT SUM(group_value) AS total_value\n FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..2f48b1f349c9f3bb279da44674bcaddacc7e1f7e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-ec7d-7b02-88dd-395a68e9f2b4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..08c7c2a5f9a9b42b105120372773929dd414ef96 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-ec7d-7b02-88dd-395a68e9f2b4"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..964cb449c2ca35f3ee875de0b737f67a51138687 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-fd0f-74b3-ab24-83cde7baad7e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..7063b66828ef1c241591e82976b90aa074a52646 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4107-fd0f-74b3-ab24-83cde7baad7e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3a3acd83257b01e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e1dbc2108bd39ebee7765ca06fa01e57e213b8b8 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:53.157338+00:00", + "ended_at": "2026-05-19T16:24:56.655831+00:00", + "elapsed_ms": 3498.45, + "returncode": 1, + "prompt_metrics": { + "chars": 20898, + "bytes_utf8": 20898, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ac4a1aa8a782e7dcde354efd33677d37f28f9fb4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:24:57.660241+00:00", + "ended_at": "2026-05-19T16:25:00.936745+00:00", + "elapsed_ms": 3276.43, + "returncode": 1, + "prompt_metrics": { + "chars": 20898, + "bytes_utf8": 20898, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..87a6f48561e3c876c0bc7148b20a1567b9992ad9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Unemployment rate.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Unemployment rate", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..87a6f48561e3c876c0bc7148b20a1567b9992ad9 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_threshold_rarity_cdf", + "template_name": "Threshold Rarity CDF", + "primary_family": "tail_rarity_structure", + "portability": "yes", + "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Unemployment rate.", + "planned_template_id": "tpl_threshold_rarity_cdf", + "bindings": { + "measure_col": "Unemployment rate", + "top_k": 14, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8c3845bcddd485bfe6d3ae6dc91ced4ea34df299 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-f22b-7971-9a26-13871d6e1b51"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..4f816f68a806e729e9e940b1891f95ff602f7a9c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410d-f22b-7971-9a26-13871d6e1b51"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..05e6e55f072e8ad3d686729856237a7d6b5657fe --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-03ca-7da3-87e8-49f0a6bafeaf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..eeaf99f4ffb8342ef41c4388892068015a01abc2 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e410e-03ca-7da3-87e8-49f0a6bafeaf"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e3fb1fcc7a19286e/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a100a5409d744a7e34ad2c0132a61fe54f3977ff --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/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": "2026-05-19T16:08:06.440591+00:00", + "ended_at": "2026-05-19T16:08:09.634284+00:00", + "elapsed_ms": 3193.67, + "returncode": 1, + "prompt_metrics": { + "chars": 20956, + "bytes_utf8": 20956, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..5221381f210a13f2a411e4530ac8c7498604be36 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/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": "2026-05-19T16:08:10.636131+00:00", + "ended_at": "2026-05-19T16:08:14.714624+00:00", + "elapsed_ms": 4078.46, + "returncode": 1, + "prompt_metrics": { + "chars": 20956, + "bytes_utf8": 20956, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff1812cd157bb36bf0d706878cf708ed34c06008 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Nacionality, measure_col=Nacionality.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Nacionality", + "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": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..ff1812cd157bb36bf0d706878cf708ed34c06008 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_h2o_group_sum", + "template_name": "Grouped Numeric Sum", + "primary_family": "subgroup_structure", + "portability": "partial", + "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=Nacionality, measure_col=Nacionality.", + "planned_template_id": "tpl_h2o_group_sum", + "bindings": { + "group_col": "Nacionality", + "measure_col": "Nacionality", + "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": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..9dbea63f96eb45a21bccf5aa01fbcdb1940bece4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-952b-79a1-b7a4-fc653166eca0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22eb7bbcb7f28c19a6c2b44fef36d85cac320489 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-952b-79a1-b7a4-fc653166eca0"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..19f8c6f3495e3618eec6b78e9c9af197a036fa96 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-a5cb-7971-983d-e06e045cca96"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3e9f9d9e7ff221c22d965b154e610b65e7fd8e33 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40fe-a5cb-7971-983d-e06e045cca96"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e536c7555c87f7db/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8f38fc04354b67830c568903d4959e1f4d9dc959 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/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": "2026-05-19T16:08:50.489375+00:00", + "ended_at": "2026-05-19T16:08:53.280398+00:00", + "elapsed_ms": 2790.99, + "returncode": 1, + "prompt_metrics": { + "chars": 20848, + "bytes_utf8": 20848, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..8b65178651dcf67c780a51281334fe498f7e04c0 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/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": "2026-05-19T16:08:54.282519+00:00", + "ended_at": "2026-05-19T16:08:58.192049+00:00", + "elapsed_ms": 3909.5, + "returncode": 1, + "prompt_metrics": { + "chars": 20848, + "bytes_utf8": 20848, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..158f4088a313b39c1841f3fae642a3ce8606b375 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Debtor.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Debtor", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..158f4088a313b39c1841f3fae642a3ce8606b375 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=Debtor.", + "planned_template_id": "tpl_clickbench_group_count", + "bindings": { + "group_col": "Debtor", + "top_k": 13, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 0.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..725f2cbcccf38247d992848a9e08d6d46725e70b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-4133-7572-90a9-0cf8222ac60e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..932f326de3b6bbd92af24dc6b5a5e85c6c47221e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-4133-7572-90a9-0cf8222ac60e"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..7666c11dbcaf9071f9da8f803b8204e4bd8a548d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-4ffc-7693-ad41-4bce988262a7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..3366115225ef28ae893a322ac49c074f2606a150 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e40ff-4ffc-7693-ad41-4bce988262a7"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e6421cc3d97d673c/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a1d242168c807ac28c219dfb4cb0536589be96dc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/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": "2026-05-19T16:13:24.639533+00:00", + "ended_at": "2026-05-19T16:13:28.846181+00:00", + "elapsed_ms": 4206.62, + "returncode": 1, + "prompt_metrics": { + "chars": 21763, + "bytes_utf8": 21763, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..d04e423ef1bf9ae8fb906c4eeeb44870c3a05e0b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/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": "2026-05-19T16:13:29.849158+00:00", + "ended_at": "2026-05-19T16:13:32.989959+00:00", + "elapsed_ms": 3140.76, + "returncode": 1, + "prompt_metrics": { + "chars": 21763, + "bytes_utf8": 21763, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..6342917e068b4f6bbbef50e24652c3a2e3cffb7c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Displaced, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Displaced", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..6342917e068b4f6bbbef50e24652c3a2e3cffb7c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Displaced, condition_col=Marital status.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Displaced", + "condition_col": "Marital status", + "condition_value": "1", + "positive_value": "1", + "negative_value": "2", + "top_k": 14, + "top_n": 3, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 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": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..69194835dd3322975a30940d330eb840960f1213 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-701f-7723-a25a-abb20ca02efd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..eddf0142e643bedfa9da6df531905938665bd18d --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-701f-7723-a25a-abb20ca02efd"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..8602244b003ca08b6b3f183a6dd80c8f668df660 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-847f-7540-a3ad-ffeffa51d55d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..1df9729fb8591d0c82b8ee5154f8ba6428720d40 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4103-847f-7540-a3ad-ffeffa51d55d"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_e87a2a4889ab1611/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..c06da2f491840f4a2ee94c73a6d5663804dc7034 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/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": "2026-05-19T16:12:39.493534+00:00", + "ended_at": "2026-05-19T16:12:43.008555+00:00", + "elapsed_ms": 3514.99, + "returncode": 1, + "prompt_metrics": { + "chars": 21773, + "bytes_utf8": 21773, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..eb2b3e44a5a8f96d44098af20f1e179bfd66d8bd --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/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": "2026-05-19T16:12:44.011184+00:00", + "ended_at": "2026-05-19T16:12:46.864922+00:00", + "elapsed_ms": 2853.69, + "returncode": 1, + "prompt_metrics": { + "chars": 21773, + "bytes_utf8": 21773, + "lines": 543, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..21fab2f7fb3b328cb64c69980e2ba348d5ab033c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previous qualification, condition_col=Debtor.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..21fab2f7fb3b328cb64c69980e2ba348d5ab033c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,543 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_group_ratio_two_conditions", + "template_name": "Grouped Ratio of Two Conditions", + "primary_family": "conditional_dependency_structure", + "portability": "yes", + "sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;", + "required_roles": [ + "group_col", + "condition_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=Previous qualification, condition_col=Debtor.", + "planned_template_id": "tpl_m4_group_ratio_two_conditions", + "bindings": { + "group_col": "Previous qualification", + "condition_col": "Debtor", + "condition_value": "0", + "positive_value": "0", + "negative_value": "1", + "top_k": 13, + "top_n": 5, + "num_tiles": 10, + "percentile_value": 0.95, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH grouped AS (\n SELECT {group_col},\n SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n FROM {table}\n GROUP BY {group_col}\n)\nSELECT {group_col},\n CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..868baeed8c4c94390f59591ee97fa041fe631433 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-bfba-7fe2-bc7b-45bf91e8e615"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..8523bb11db3317964bf3c4fa4f139bdea694061e --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-bfba-7fe2-bc7b-45bf91e8e615"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..17a89c4eaf9f5fff2f6e6c0ef286048e56319017 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-d182-7431-9f83-2db4381158b5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..86673341bdeda315535319dd636eb4710d226bc5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-d182-7431-9f83-2db4381158b5"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f0cf5a2586596deb/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..fc8ede59c3e4668782e0d051d39f209287a7cccc --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:46.629630+00:00", + "ended_at": "2026-05-19T16:11:49.903099+00:00", + "elapsed_ms": 3273.44, + "returncode": 1, + "prompt_metrics": { + "chars": 21398, + "bytes_utf8": 21398, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..ef6a4feb941dfca076444425782c4332cad033a6 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:11:50.905121+00:00", + "ended_at": "2026-05-19T16:11:53.863448+00:00", + "elapsed_ms": 2958.3, + "returncode": 1, + "prompt_metrics": { + "chars": 21398, + "bytes_utf8": 21398, + "lines": 542, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ba038c30400499b57ec92cde4414452e77a8576 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, measure_col=Previous qualification.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "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": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..5ba038c30400499b57ec92cde4414452e77a8576 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,542 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +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": "m5", + "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Target, measure_col=Previous qualification.", + "planned_template_id": "tpl_tpcds_within_group_share", + "bindings": { + "group_col": "Target", + "measure_col": "Previous qualification", + "item_col": "Curricular units 2nd sem (grade)", + "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": 1.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n SUM({measure_col}) AS total_measure,\n SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..cb97eac39efb21e7b67fe457d98371ec1e2a6882 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-f142-7643-a79a-fa4fcd8f6a35"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..22daee359d8b9a5104552d4b30f970d42a0ae47f --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4101-f142-7643-a79a-fa4fcd8f6a35"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..e5c87809bde33a690c22f41e73896c1d2275c347 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-01ea-7da2-9212-59c35f809fe9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..396d591f6d0e5f0c3e0bb0fb33566d5dd36c5be4 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4102-01ea-7da2-9212-59c35f809fe9"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f233672550830c92/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..3427dc1a7f49e8caf6df9b0730f17ef449e513d5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_attempt_1.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 1, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:18.470218+00:00", + "ended_at": "2026-05-19T16:15:22.157245+00:00", + "elapsed_ms": 3687.0, + "returncode": 1, + "prompt_metrics": { + "chars": 21135, + "bytes_utf8": 21135, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..4af0f0df62a6356b87d5832439ff51c5927f035a --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_attempt_2.metadata.json @@ -0,0 +1,43 @@ +{ + "attempt": 2, + "phase": "sql_generation", + "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", + "started_at": "2026-05-19T16:15:23.159439+00:00", + "ended_at": "2026-05-19T16:15:26.204435+00:00", + "elapsed_ms": 3044.96, + "returncode": 1, + "prompt_metrics": { + "chars": 21135, + "bytes_utf8": 21135, + "lines": 538, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..a49b7e1f972ab99b5dd19a9dae1896deb3ddc72b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Mother's occupation.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Mother's occupation", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..a49b7e1f972ab99b5dd19a9dae1896deb3ddc72b --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,538 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_quantile_tail_slice", + "template_name": "Quantile Tail Slice", + "primary_family": "tail_rarity_structure", + "portability": "partial", + "sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;", + "required_roles": [ + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Quantile Tail Slice to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Mother's occupation.", + "planned_template_id": "tpl_m4_quantile_tail_slice", + "bindings": { + "measure_col": "Mother's occupation", + "top_k": 10, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 9.0, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "WITH buckets AS (\n SELECT {measure_col},\n NTILE({num_tiles}) OVER (ORDER BY {measure_col} DESC) AS tail_bucket\n FROM {table}\n)\nSELECT {measure_col}\nFROM buckets\nWHERE tail_bucket = 1\nORDER BY {measure_col} DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..75d49a738cdad3f09c886a112dc086e94e88516c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-2cde-7d62-a017-8fbd32d6ea93"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..cc60b832e2d326a87d54e6fb494800330fa284ed --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-2cde-7d62-a017-8fbd32d6ea93"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..706ad108b59474bc065df260a6d3228c142f8114 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-3f67-7701-9667-714ece021204"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..91567d5236ff2e8c2a67aebca1fd33cf5296ea76 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4105-3f67-7701-9667-714ece021204"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_f6b9251b1efe8f64/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_attempt_1.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_attempt_1.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..af8d5f02dc6e31b0dd5b61bc89f07c22a0cf1538 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/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": "2026-05-19T16:29:26.767232+00:00", + "ended_at": "2026-05-19T16:29:29.975301+00:00", + "elapsed_ms": 3208.03, + "returncode": 1, + "prompt_metrics": { + "chars": 21071, + "bytes_utf8": 21071, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_1.txt", + "response_path": "cli/sql_response_attempt_1.txt", + "raw_response_path": "cli/sql_response_attempt_1.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_1.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_attempt_2.metadata.json b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_attempt_2.metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..a801357c453c57eb2f1d4e39976ca6c15f2e0907 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/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": "2026-05-19T16:29:30.978087+00:00", + "ended_at": "2026-05-19T16:29:34.492480+00:00", + "elapsed_ms": 3514.33, + "returncode": 1, + "prompt_metrics": { + "chars": 21071, + "bytes_utf8": 21071, + "lines": 540, + "estimated_tokens": null + }, + "stdout_metrics": { + "chars": 281, + "bytes_utf8": 281, + "lines": 4, + "estimated_tokens": null + }, + "stderr_metrics": { + "chars": 0, + "bytes_utf8": 0, + "lines": 0, + "estimated_tokens": null + }, + "parsed_output": { + "format": "jsonl_events", + "text_metrics": { + "chars": 280, + "bytes_utf8": 280, + "lines": 4, + "estimated_tokens": null + }, + "usage": {} + }, + "status": "failed", + "error": "AI CLI command failed with exit code 1: ", + "prompt_path": "cli/sql_prompt_attempt_2.txt", + "response_path": "cli/sql_response_attempt_2.txt", + "raw_response_path": "cli/sql_response_attempt_2.raw.txt", + "stderr_path": "cli/sql_stderr_attempt_2.txt" +} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..60326f989f011d515edb7f28db745b398fcbd4b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_1.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Unemployment rate", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..60326f989f011d515edb7f28db745b398fcbd4b1 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_prompt_attempt_2.txt @@ -0,0 +1,540 @@ +You are generating one SQLite SELECT query for a single-table SQL QA task. +Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}. +Rules: +- Use only the provided table and columns. +- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM. +- Prefer the planned template and bound roles when provided. +- Add a leading SQL comment exactly like: -- template_id: . +- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV. +- Quote identifiers with double quotes. +- Return no markdown and no extra prose. + +Dataset context: +Dataset context for SQL QA: +- dataset_id: m5 +- dataset_name: Predict Students Dropout And Academic Success +- table_name: m5 +- table_layout: single-table dataset (do not assume joins). +- row_semantics: One row is one tabular observation with 36 feature columns and target `Target`. +- task_type: classification +- target_column: Target +- main_row_count: 4424 +- important_fields: +- Marital status: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Marital status. +- Application mode: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application mode. +- Application order: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Application order. +- Course: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Course. +- Daytime/evening attendance: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Daytime/evening attendance. +- Previous qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Previous qualification. +- Previous qualification (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure'] desc=Numeric field for Previous qualification (grade). +- Nacionality: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Nacionality. +- Mother's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's qualification. +- Father's qualification: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's qualification. +- Mother's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Mother's occupation. +- Father's occupation: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Father's occupation. +- Admission grade: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Admission grade. +- Displaced: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Displaced. +- Educational special needs: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Educational special needs. +- Debtor: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Debtor. +- Tuition fees up to date: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Tuition fees up to date. +- Gender: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Gender. +- Scholarship holder: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Scholarship holder. +- Age at enrollment: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Age at enrollment. +- International: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for International. +- Curricular units 1st sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (credited). +- Curricular units 1st sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (enrolled). +- Curricular units 1st sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (evaluations). +- Curricular units 1st sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (approved). +- Curricular units 1st sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 1st sem (grade). +- Curricular units 1st sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 1st sem (without evaluations). +- Curricular units 2nd sem (credited): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (credited). +- Curricular units 2nd sem (enrolled): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (enrolled). +- Curricular units 2nd sem (evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (evaluations). +- Curricular units 2nd sem (approved): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (approved). +- Curricular units 2nd sem (grade): role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for Curricular units 2nd sem (grade). +- Curricular units 2nd sem (without evaluations): role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Curricular units 2nd sem (without evaluations). +- Unemployment rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Unemployment rate. +- Inflation rate: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Inflation rate. +- GDP: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for GDP. +- Target: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for Target. +- useful_field_combinations: [['Marital status', 'Application mode', 'Target'], ['Marital status', 'Marital status', 'Target']] +- fields_requiring_caution: ['Target', 'Admission grade', 'Curricular units 1st sem (grade)', 'Curricular units 2nd sem (grade)'] +- source_url: https://archive.ics.uci.edu/dataset/697/predict+students+dropout+and+academic+success + +SQLite schema snapshot: +{ + "table_name": "m5", + "quoted_table_name": "\"m5\"", + "row_count": 4424, + "columns": [ + { + "name": "Marital status", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application mode", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Application order", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Course", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Daytime/evening attendance", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Previous qualification (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Nacionality", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's qualification", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Mother's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Father's occupation", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Admission grade", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Displaced", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Educational special needs", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Debtor", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Tuition fees up to date", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Gender", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Scholarship holder", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Age at enrollment", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "International", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 1st sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (credited)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (enrolled)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (approved)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (grade)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Curricular units 2nd sem (without evaluations)", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Unemployment rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Inflation rate", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "GDP", + "type": "TEXT", + "notnull": false, + "pk": false + }, + { + "name": "Target", + "type": "TEXT", + "notnull": false, + "pk": false + } + ], + "sample_rows": [ + { + "Marital status": "1", + "Application mode": "17", + "Application order": "5", + "Course": "171", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "19", + "Father's qualification": "12", + "Mother's occupation": "5", + "Father's occupation": "9", + "Admission grade": "127.3", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "0", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "0", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "15", + "Application order": "1", + "Course": "9254", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "160.0", + "Nacionality": "1", + "Mother's qualification": "1", + "Father's qualification": "3", + "Mother's occupation": "3", + "Father's occupation": "3", + "Admission grade": "142.5", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "6", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "14.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.666666666666666", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + }, + { + "Marital status": "1", + "Application mode": "1", + "Application order": "5", + "Course": "9070", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "37", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "124.8", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "0", + "Gender": "1", + "Scholarship holder": "0", + "Age at enrollment": "19", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "0", + "Curricular units 1st sem (approved)": "0", + "Curricular units 1st sem (grade)": "0.0", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "0", + "Curricular units 2nd sem (approved)": "0", + "Curricular units 2nd sem (grade)": "0.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "10.8", + "Inflation rate": "1.4", + "GDP": "1.74", + "Target": "Dropout" + }, + { + "Marital status": "1", + "Application mode": "17", + "Application order": "2", + "Course": "9773", + "Daytime/evening attendance": "1", + "Previous qualification": "1", + "Previous qualification (grade)": "122.0", + "Nacionality": "1", + "Mother's qualification": "38", + "Father's qualification": "37", + "Mother's occupation": "5", + "Father's occupation": "3", + "Admission grade": "119.6", + "Displaced": "1", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "20", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "8", + "Curricular units 1st sem (approved)": "6", + "Curricular units 1st sem (grade)": "13.428571428571429", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "10", + "Curricular units 2nd sem (approved)": "5", + "Curricular units 2nd sem (grade)": "12.4", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "9.4", + "Inflation rate": "-0.8", + "GDP": "-3.12", + "Target": "Graduate" + }, + { + "Marital status": "2", + "Application mode": "39", + "Application order": "1", + "Course": "8014", + "Daytime/evening attendance": "0", + "Previous qualification": "1", + "Previous qualification (grade)": "100.0", + "Nacionality": "1", + "Mother's qualification": "37", + "Father's qualification": "38", + "Mother's occupation": "9", + "Father's occupation": "9", + "Admission grade": "141.5", + "Displaced": "0", + "Educational special needs": "0", + "Debtor": "0", + "Tuition fees up to date": "1", + "Gender": "0", + "Scholarship holder": "0", + "Age at enrollment": "45", + "International": "0", + "Curricular units 1st sem (credited)": "0", + "Curricular units 1st sem (enrolled)": "6", + "Curricular units 1st sem (evaluations)": "9", + "Curricular units 1st sem (approved)": "5", + "Curricular units 1st sem (grade)": "12.333333333333334", + "Curricular units 1st sem (without evaluations)": "0", + "Curricular units 2nd sem (credited)": "0", + "Curricular units 2nd sem (enrolled)": "6", + "Curricular units 2nd sem (evaluations)": "6", + "Curricular units 2nd sem (approved)": "6", + "Curricular units 2nd sem (grade)": "13.0", + "Curricular units 2nd sem (without evaluations)": "0", + "Unemployment rate": "13.9", + "Inflation rate": "-0.3", + "GDP": "0.79", + "Target": "Graduate" + } + ] +} + +Shortlisted templates: +[ + { + "template_id": "tpl_m4_window_partition_avg", + "template_name": "Window Partition Average", + "primary_family": "conditional_dependency_structure", + "portability": "partial", + "sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;", + "required_roles": [ + "group_col", + "measure_col" + ] + } +] + +Problem instance: +{ + "dataset_id": "m5", + "question": "Use template Window Partition Average to probe direction_consistency with semantic role ranked_signal_view. Focus on group_col=Previous qualification, measure_col=Unemployment rate.", + "planned_template_id": "tpl_m4_window_partition_avg", + "bindings": { + "group_col": "Previous qualification", + "measure_col": "Unemployment rate", + "top_k": 12, + "top_n": 4, + "num_tiles": 10, + "percentile_value": 0.9, + "z_threshold": 2.0, + "fraction_threshold": 0.1, + "baseline_multiplier": 1.5, + "baseline_fraction": 0.1, + "min_group_size": 5, + "min_support": 5, + "measure_threshold": 13.9, + "time_grain": "month", + "lookback_rows": 3, + "current_period_start": "'2024-01-01'", + "current_period_end": "'2024-04-01'", + "previous_period_start": "'2023-10-01'", + "previous_period_end": "'2024-01-01'", + "drift_ratio_threshold": 0.8 + }, + "can_vary": [], + "must_fix": [], + "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;" +} + +Repair context: +{} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..63f2cc38558a34319f09296059a6ecb723ea8292 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-1ed7-7b42-bb8d-43f5160e0036"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..77b3ba056ddf75236e812c67e7c26f79f8ac063c --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_1.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-1ed7-7b42-bb8d-43f5160e0036"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_2.raw.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_2.raw.txt new file mode 100644 index 0000000000000000000000000000000000000000..32f21cfe780a182157a661b84e172118a06d2fdb --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_2.raw.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-2f5f-7730-ba91-776668a72f6b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..aa4fbcf3bcd204acd9a81686742d7877a296c3e5 --- /dev/null +++ b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_response_attempt_2.txt @@ -0,0 +1,4 @@ +{"type":"thread.started","thread_id":"019e4112-2f5f-7730-ba91-776668a72f6b"} +{"type":"turn.started"} +{"type":"error","message":"Quota exceeded. Check your plan and billing details."} +{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}} \ No newline at end of file diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_stderr_attempt_1.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_stderr_attempt_1.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391 diff --git a/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_stderr_attempt_2.txt b/Query/sql/v2/runs/v2_cli_20260502_081223_e/m5/artifacts/v2q_m5_fb6c838653067b14/cli/sql_stderr_attempt_2.txt new file mode 100644 index 0000000000000000000000000000000000000000..e69de29bb2d1d6434b8b29ae775ad8c2e48c5391