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Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/cli/sql_attempt_1.metadata.json

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+{
+  "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": "2026-05-19T16:02:38.761305+00:00",
+  "ended_at": "2026-05-19T16:02:42.593165+00:00",
+  "elapsed_ms": 3831.84,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 17127,
+    "bytes_utf8": 17127,
+    "lines": 483,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/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": "2026-05-19T16:02:43.594730+00:00",
+  "ended_at": "2026-05-19T16:02:47.096672+00:00",
+  "elapsed_ms": 3501.91,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 17127,
+    "bytes_utf8": 17127,
+    "lines": 483,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/cli/sql_prompt_attempt_1.txt

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+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=agent, condition_col=babies.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "agent",
+    "condition_col": "babies",
+    "condition_value": "0",
+    "positive_value": "0",
+    "negative_value": "1",
+    "top_k": 12,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,483 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Grouped Condition Rate to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=agent, condition_col=babies.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "agent",
+    "condition_col": "babies",
+    "condition_value": "0",
+    "positive_value": "0",
+    "negative_value": "1",
+    "top_k": 12,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 3.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f9-9555-7ec1-8372-dba4d5e91dbe"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f9-9555-7ec1-8372-dba4d5e91dbe"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f9-a81f-7700-9b97-ab1315e7db00"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_00f9a0eebf4d7fc9/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f9-a81f-7700-9b97-ab1315e7db00"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/final_answer.txt

@@ -0,0 +1,2 @@
+SQL executed successfully for: Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=arrival_date_year, measure_col=lead_time.
+Result preview: [{"arrival_date_year": "2015", "percentile_measure": 323.0}, {"arrival_date_year": "2017", "percentile_measure": 320.0}, {"arrival_date_year": "2016", "percentile_measure": 317.0}]

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/generated_sql.sql

@@ -0,0 +1,44 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_c
+-- sql_source_dataset_id: m12
+-- family_id: tail_rarity_structure
+-- canonical_subitem_id: tail_concentration_consistency
+-- intended_facet_id: rare_target_concentration
+-- variant_semantic_role: focused_target_view
+-- template_id: tpl_grouped_percentile_point
+-- query_record_id: v2q_m12_019d6b006b7de3e4
+-- problem_id: v2p_m12_3441c9281f38766d
+-- realization_mode: agent
+-- source_kind: agent
+WITH "ranked" AS (
+  SELECT
+    "arrival_date_year",
+    CAST("lead_time" AS REAL) AS "lead_time_value",
+    ROW_NUMBER() OVER (
+      PARTITION BY "arrival_date_year"
+      ORDER BY CAST("lead_time" AS REAL)
+    ) AS "rn",
+    COUNT(*) OVER (PARTITION BY "arrival_date_year") AS "cnt"
+  FROM "m12"
+  WHERE "arrival_date_year" IS NOT NULL
+    AND TRIM("arrival_date_year") <> ''
+    AND "lead_time" IS NOT NULL
+    AND TRIM("lead_time") <> ''
+),
+"thresholded" AS (
+  SELECT
+    "arrival_date_year",
+    "lead_time_value",
+    "rn",
+    "cnt",
+    CAST(((95 * "cnt") + 99) / 100 AS INTEGER) AS "target_rn"
+  FROM "ranked"
+)
+SELECT
+  "arrival_date_year",
+  MIN("lead_time_value") AS "percentile_measure"
+FROM "thresholded"
+WHERE "rn" >= "target_rn"
+GROUP BY "arrival_date_year"
+ORDER BY "percentile_measure" DESC;

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/query_results.jsonl

@@ -0,0 +1 @@
+{"step_index": 2, "message_index": 0, "node_name": "v2-cli:codex", "tool_name": "sqlite_query", "query": "-- template_id: tpl_grouped_percentile_point\nWITH \"ranked\" AS (\n  SELECT\n    \"arrival_date_year\",\n    CAST(\"lead_time\" AS REAL) AS \"lead_time_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"arrival_date_year\"\n      ORDER BY CAST(\"lead_time\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (PARTITION BY \"arrival_date_year\") AS \"cnt\"\n  FROM \"m12\"\n  WHERE \"arrival_date_year\" IS NOT NULL\n    AND TRIM(\"arrival_date_year\") <> ''\n    AND \"lead_time\" IS NOT NULL\n    AND TRIM(\"lead_time\") <> ''\n),\n\"thresholded\" AS (\n  SELECT\n    \"arrival_date_year\",\n    \"lead_time_value\",\n    \"rn\",\n    \"cnt\",\n    CAST(((95 * \"cnt\") + 99) / 100 AS INTEGER) AS \"target_rn\"\n  FROM \"ranked\"\n)\nSELECT\n  \"arrival_date_year\",\n  MIN(\"lead_time_value\") AS \"percentile_measure\"\nFROM \"thresholded\"\nWHERE \"rn\" >= \"target_rn\"\nGROUP BY \"arrival_date_year\"\nORDER BY \"percentile_measure\" DESC;", "result": "{\"query\": \"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"arrival_date_year\\\",\\n    CAST(\\\"lead_time\\\" AS REAL) AS \\\"lead_time_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"arrival_date_year\\\"\\n      ORDER BY CAST(\\\"lead_time\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (PARTITION BY \\\"arrival_date_year\\\") AS \\\"cnt\\\"\\n  FROM \\\"m12\\\"\\n  WHERE \\\"arrival_date_year\\\" IS NOT NULL\\n    AND TRIM(\\\"arrival_date_year\\\") <> ''\\n    AND \\\"lead_time\\\" IS NOT NULL\\n    AND TRIM(\\\"lead_time\\\") <> ''\\n),\\n\\\"thresholded\\\" AS (\\n  SELECT\\n    \\\"arrival_date_year\\\",\\n    \\\"lead_time_value\\\",\\n    \\\"rn\\\",\\n    \\\"cnt\\\",\\n    CAST(((95 * \\\"cnt\\\") + 99) / 100 AS INTEGER) AS \\\"target_rn\\\"\\n  FROM \\\"ranked\\\"\\n)\\nSELECT\\n  \\\"arrival_date_year\\\",\\n  MIN(\\\"lead_time_value\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"thresholded\\\"\\nWHERE \\\"rn\\\" >= \\\"target_rn\\\"\\nGROUP BY \\\"arrival_date_year\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\", \"columns\": [\"arrival_date_year\", \"percentile_measure\"], \"rows\": [{\"arrival_date_year\": \"2015\", \"percentile_measure\": 323.0}, {\"arrival_date_year\": \"2017\", \"percentile_measure\": 320.0}, {\"arrival_date_year\": \"2016\", \"percentile_measure\": 317.0}], \"row_count_returned\": 3, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 334.07}"}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/run_manifest.json

@@ -0,0 +1,89 @@
+{
+  "run_id": "v2_cli_20260502_081223_c",
+  "dataset_id": "m12",
+  "started_at": "2026-05-19T15:52:54.542456+00:00",
+  "ended_at": "2026-05-19T15:53:14.764404+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_m12_019d6b006b7de3e4",
+    "problem_id": "v2p_m12_3441c9281f38766d",
+    "dataset_id": "m12",
+    "template_id": "tpl_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "family_id": "tail_rarity_structure",
+    "canonical_subitem_id": "tail_concentration_consistency",
+    "intended_facet_id": "rare_target_concentration",
+    "variant_semantic_role": "focused_target_view",
+    "subitem_assignment_source": "planner_selected",
+    "source_kind": "agent",
+    "realization_mode": "agent",
+    "gate_priority": "primary",
+    "extended_family": false,
+    "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=arrival_date_year, measure_col=lead_time.",
+    "bindings": {
+      "group_col": "arrival_date_year",
+      "measure_col": "lead_time",
+      "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": 53.0,
+      "time_grain": "month",
+      "lookback_rows": 3,
+      "current_period_start": "'2024-01-01'",
+      "current_period_end": "'2024-04-01'",
+      "previous_period_start": "'2023-10-01'",
+      "previous_period_end": "'2024-01-01'",
+      "drift_ratio_threshold": 0.8
+    },
+    "binding_roles": [
+      "group_col",
+      "measure_col"
+    ],
+    "coverage_target_min": "5",
+    "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "notes": [
+      "default_facets=rare_target_concentration",
+      "template_selection_mode=rule",
+      "problem_index_within_template=1",
+      "sql_variant_index=1/2",
+      "binding_index=84"
+    ],
+    "template_selection_mode": "rule",
+    "selected_template_rank": 8,
+    "problem_index_within_template": 1,
+    "sql_variant_index": 1,
+    "sql_variant_total": 2
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/sql/v2q_m12_019d6b006b7de3e4.sql",
+  "usage_summary": {
+    "dataset_id": "m12",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_m12_019d6b006b7de3e4",
+    "api_calls": 0,
+    "input_tokens": 16695,
+    "cached_input_tokens": 15744,
+    "output_tokens": 863,
+    "total_tokens": 17558,
+    "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": 18874.02,
+    "sql_execution_elapsed_ms_total": 334.07,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/trace.jsonl

@@ -0,0 +1,2 @@
+{"timestamp": "2026-05-19T15:52:57.984574+00:00", "event_type": "ai_cli_sql_generation_error", "engine": "v2-cli:codex", "attempt": 1, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 1, "elapsed_ms": 3432.99, "started_at": "2026-05-19T15:52:54.550844+00:00", "ended_at": "2026-05-19T15:52:57.983861+00:00", "prompt_metrics": {"chars": 17087, "bytes_utf8": 17087, "lines": 480, "estimated_tokens": null}, "response_metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "stderr_preview": "", "stdout_preview": "{\"type\":\"thread.started\",\"thread_id\":\"019e40f0-ab17-7fd2-8f4b-b051c87bd344\"}\n{\"type\":\"turn.started\"}\n{\"type\":\"error\",\"message\":\"Quota exceeded. Check your plan and billing details.\"}\n{\"type\":\"turn.failed\",\"error\":{\"message\":\"Quota exceeded. Check your plan and billing details.\"}}", "error": "AI CLI command failed with exit code 1: "}
+{"timestamp": "2026-05-19T15:53:14.428764+00:00", "event_type": "ai_cli_sql_generation", "engine": "v2-cli:codex", "attempt": 2, "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -", "returncode": 0, "elapsed_ms": 15441.03, "started_at": "2026-05-19T15:52:58.986281+00:00", "ended_at": "2026-05-19T15:53:14.427359+00:00", "prompt_metrics": {"chars": 17087, "bytes_utf8": 17087, "lines": 480, "estimated_tokens": null}, "response_metrics": {"chars": 1203, "bytes_utf8": 1203, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16695, "cached_input_tokens": 15744, "output_tokens": 863, "reasoning_output_tokens": 516}, "stderr_preview": "", "stdout_preview": "{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ranked\\\" AS (\\n  SELECT\\n    \\\"arrival_date_year\\\",\\n    CAST(\\\"lead_time\\\" AS REAL) AS \\\"lead_time_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"arrival_date_year\\\"\\n      ORDER BY CAST(\\\"lead_time\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (PARTITION BY \\\"arrival_date_year\\\") AS \\\"cnt\\\"\\n  FROM \\\"m12\\\"\\n  WHERE \\\"arrival_date_year\\\" IS NOT NULL\\n    AND TRIM(\\\"arrival_date_year\\\") <> ''\\n    AND \\\"lead_time\\\" IS NOT NULL\\n    AND TRIM(\\\"lead_time\\\") <> ''\\n),\\n\\\"thresholded\\\" AS (\\n  SELECT\\n    \\\"arrival_date_year\\\",\\n    \\\"lead_time_value\\\",\\n    \\\"rn\\\",\\n    \\\"cnt\\\",\\n    CAST(((95 * \\\"cnt\\\") + 99) / 100 AS INTEGER) AS \\\"target_rn\\\"\\n  FROM \\\"ranked\\\"\\n)\\nSELECT\\n  \\\"arrival_date_year\\\",\\n  MIN(\\\"lead_time_value\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"thresholded\\\"\\nWHERE \\\"rn\\\" >= \\\"target_rn\\\"\\nGROUP BY \\\"arrival_date_year\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE"}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/usage_summary.json

@@ -0,0 +1,20 @@
+{
+  "dataset_id": "m12",
+  "model": "v2-cli:codex",
+  "run_id": "v2q_m12_019d6b006b7de3e4",
+  "api_calls": 0,
+  "input_tokens": 16695,
+  "cached_input_tokens": 15744,
+  "output_tokens": 863,
+  "total_tokens": 17558,
+  "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": 18874.02,
+  "sql_execution_elapsed_ms_total": 334.07,
+  "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_019d6b006b7de3e4/cli/conversation.jsonl",
+  "note": "Executed through a local AI CLI with structured usage metadata."
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_041eea874a44681c/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 17354, "bytes_utf8": 17354, "lines": 482, "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": 687, "bytes_utf8": 687, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16781, "cached_input_tokens": 15744, "output_tokens": 934, "reasoning_output_tokens": 759}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_041eea874a44681c/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": "m12",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_m12_041eea874a44681c",
+    "api_calls": 0,
+    "input_tokens": 16781,
+    "cached_input_tokens": 15744,
+    "output_tokens": 934,
+    "total_tokens": 17715,
+    "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": 18662.32,
+    "sql_execution_elapsed_ms_total": 112.16,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_041eea874a44681c/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_041eea874a44681c/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:38:15.943124+00:00",
+  "ended_at": "2026-05-19T15:38:34.605479+00:00",
+  "elapsed_ms": 18662.32,
+  "prompt_metrics": {
+    "chars": 17354,
+    "bytes_utf8": 17354,
+    "lines": 482,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1067,
+    "bytes_utf8": 1067,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 687,
+      "bytes_utf8": 687,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16781,
+      "cached_input_tokens": 15744,
+      "output_tokens": 934,
+      "reasoning_output_tokens": 759
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_041eea874a44681c/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,482 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=arrival_date_month, measure_col=arrival_date_day_of_month.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "arrival_date_month",
+    "measure_col": "arrival_date_day_of_month",
+    "item_col": "company",
+    "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": 13.64,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_041eea874a44681c/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e3-4329-7050-9522-53093a6a468c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"arrival_date_month\\\", \\\"company\\\",\\n       SUM(CAST(\\\"arrival_date_day_of_month\\\" AS INTEGER)) AS total_measure,\\n       SUM(CAST(\\\"arrival_date_day_of_month\\\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\\\"arrival_date_day_of_month\\\" AS INTEGER))) OVER (PARTITION BY \\\"arrival_date_month\\\") AS share_within_group\\nFROM \\\"m12\\\"\\nGROUP BY \\\"arrival_date_month\\\", \\\"company\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Uses the planned template with group_col=\\\"arrival_date_month\\\", item_col=\\\"company\\\", and measure_col=\\\"arrival_date_day_of_month\\\". The measure is cast to INTEGER because the schema stores it as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16781,"cached_input_tokens":15744,"output_tokens":934,"reasoning_output_tokens":759}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_041eea874a44681c/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"arrival_date_month\", \"company\",\n       SUM(CAST(\"arrival_date_day_of_month\" AS INTEGER)) AS total_measure,\n       SUM(CAST(\"arrival_date_day_of_month\" AS INTEGER)) * 100.0 / SUM(SUM(CAST(\"arrival_date_day_of_month\" AS INTEGER))) OVER (PARTITION BY \"arrival_date_month\") AS share_within_group\nFROM \"m12\"\nGROUP BY \"arrival_date_month\", \"company\"\nORDER BY share_within_group DESC;","notes":"Uses the planned template with group_col=\"arrival_date_month\", item_col=\"company\", and measure_col=\"arrival_date_day_of_month\". The measure is cast to INTEGER because the schema stores it as TEXT in SQLite."}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_051e520807e17830/final_answer.txt

@@ -0,0 +1 @@
+{"row_count": null, "preview_rows": [{"value_label": "Online TA", "support": 56477, "support_share": 0.47304631878716813, "cumulative_support": 56477}, {"value_label": "Offline TA/TO", "support": 24219, "support_share": 0.20285618561018512, "cumulative_support": 80696}, {"value_label": "Groups", "support": 19811, "support_share": 0.16593517044978642, "cumulative_support": 100507}, {"value_label": "Direct", "support": 12606, "support_share": 0.1055867325571656, "cumulative_support": 113113}, {"value_label": "Corporate", "support": 5295, "support_share": 0.044350448111232094, "cumulative_support": 118408}]}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_051e520807e17830/generated_sql.sql

@@ -0,0 +1,28 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_c
+-- sql_source_dataset_id: m12
+-- family_id: cardinality_structure
+-- canonical_subitem_id: support_rank_profile_consistency
+-- intended_facet_id: support_concentration
+-- variant_semantic_role: ranked_signal_view
+-- template_id: tpl_cardinality_distinct_share_profile
+-- query_record_id: v2q_m12_051e520807e17830
+-- problem_id: v2p_m12_59d269f932e39416
+-- realization_mode: deterministic
+-- source_kind: deterministic
+WITH grouped AS (
+    SELECT "market_segment" AS value_label, COUNT(*) AS support
+    FROM "m12"
+    GROUP BY "market_segment"
+), ranked AS (
+    SELECT
+        value_label,
+        support,
+        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,
+        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support
+    FROM grouped
+)
+SELECT *
+FROM ranked
+ORDER BY support DESC, value_label;

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_051e520807e17830/query_results.jsonl

@@ -0,0 +1 @@
+{"node_name": "v2_template", "tool_name": "sqlite_query", "query": "-- sql_source_version: v2\n-- sql_source_label: v2_current\n-- sql_source_run_id: v2_cli_20260502_081223_c\n-- sql_source_dataset_id: m12\n-- family_id: cardinality_structure\n-- canonical_subitem_id: support_rank_profile_consistency\n-- intended_facet_id: support_concentration\n-- variant_semantic_role: ranked_signal_view\n-- template_id: tpl_cardinality_distinct_share_profile\n-- query_record_id: v2q_m12_051e520807e17830\n-- problem_id: v2p_m12_59d269f932e39416\n-- realization_mode: deterministic\n-- source_kind: deterministic\nWITH grouped AS (\n    SELECT \"market_segment\" AS value_label, COUNT(*) AS support\n    FROM \"m12\"\n    GROUP BY \"market_segment\"\n), ranked AS (\n    SELECT\n        value_label,\n        support,\n        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\n    FROM grouped\n)\nSELECT *\nFROM ranked\nORDER BY support DESC, value_label;", "result": "{\"query\": \"-- sql_source_version: v2\\n-- sql_source_label: v2_current\\n-- sql_source_run_id: v2_cli_20260502_081223_c\\n-- sql_source_dataset_id: m12\\n-- family_id: cardinality_structure\\n-- canonical_subitem_id: support_rank_profile_consistency\\n-- intended_facet_id: support_concentration\\n-- variant_semantic_role: ranked_signal_view\\n-- template_id: tpl_cardinality_distinct_share_profile\\n-- query_record_id: v2q_m12_051e520807e17830\\n-- problem_id: v2p_m12_59d269f932e39416\\n-- realization_mode: deterministic\\n-- source_kind: deterministic\\nWITH grouped AS (\\n    SELECT \\\"market_segment\\\" AS value_label, COUNT(*) AS support\\n    FROM \\\"m12\\\"\\n    GROUP BY \\\"market_segment\\\"\\n), ranked AS (\\n    SELECT\\n        value_label,\\n        support,\\n        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\\n        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\\n    FROM grouped\\n)\\nSELECT *\\nFROM ranked\\nORDER BY support DESC, value_label;\", \"columns\": [\"value_label\", \"support\", \"support_share\", \"cumulative_support\"], \"rows\": [{\"value_label\": \"Online TA\", \"support\": 56477, \"support_share\": 0.47304631878716813, \"cumulative_support\": 56477}, {\"value_label\": \"Offline TA/TO\", \"support\": 24219, \"support_share\": 0.20285618561018512, \"cumulative_support\": 80696}, {\"value_label\": \"Groups\", \"support\": 19811, \"support_share\": 0.16593517044978642, \"cumulative_support\": 100507}, {\"value_label\": \"Direct\", \"support\": 12606, \"support_share\": 0.1055867325571656, \"cumulative_support\": 113113}, {\"value_label\": \"Corporate\", \"support\": 5295, \"support_share\": 0.044350448111232094, \"cumulative_support\": 118408}, {\"value_label\": \"Complementary\", \"support\": 743, \"support_share\": 0.006223301784069018, \"cumulative_support\": 119151}, {\"value_label\": \"Aviation\", \"support\": 237, \"support_share\": 0.0019850908786330514, \"cumulative_support\": 119388}, {\"value_label\": \"Undefined\", \"support\": 2, \"support_share\": 1.6751821760616466e-05, \"cumulative_support\": 119390}], \"row_count_returned\": 8, \"row_limit\": 50, \"truncated\": false, \"elapsed_ms\": 51.05}"}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_051e520807e17830/run_manifest.json

@@ -0,0 +1,57 @@
+{
+  "run_id": "v2_cli_20260502_081223_c",
+  "dataset_id": "m12",
+  "started_at": "2026-05-19T16:10:25.151866+00:00",
+  "ended_at": "2026-05-19T16:10:25.204064+00:00",
+  "status": "completed",
+  "engine": "cli",
+  "question_record": {
+    "query_record_id": "v2q_m12_051e520807e17830",
+    "problem_id": "v2p_m12_59d269f932e39416",
+    "dataset_id": "m12",
+    "template_id": "tpl_cardinality_distinct_share_profile",
+    "template_name": "Cardinality Distinct Share Profile",
+    "family_id": "cardinality_structure",
+    "canonical_subitem_id": "support_rank_profile_consistency",
+    "intended_facet_id": "support_concentration",
+    "variant_semantic_role": "ranked_signal_view",
+    "subitem_assignment_source": "template_fixed",
+    "source_kind": "deterministic",
+    "realization_mode": "deterministic",
+    "gate_priority": "deterministic",
+    "extended_family": true,
+    "question": "Use template Cardinality Distinct Share Profile to probe support_rank_profile_consistency with semantic role ranked_signal_view. Focus on group_col=market_segment.",
+    "bindings": {
+      "group_col": "market_segment"
+    },
+    "binding_roles": [
+      "group_col"
+    ],
+    "coverage_target_min": "enumerate_all_applicable",
+    "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col} AS value_label, COUNT(*) AS support\n    FROM {table}\n    GROUP BY {group_col}\n), ranked AS (\n    SELECT\n        value_label,\n        support,\n        CAST(support AS FLOAT) / NULLIF(SUM(support) OVER (), 0) AS support_share,\n        SUM(support) OVER (ORDER BY support DESC, value_label ROWS UNBOUNDED PRECEDING) AS cumulative_support\n    FROM grouped\n)\nSELECT *\nFROM ranked\nORDER BY support DESC, value_label;",
+    "notes": [
+      "default_facets=support_concentration,value_imbalance_profile",
+      "template_selection_mode=deterministic",
+      "problem_index_within_template=7",
+      "sql_variant_index=1/1"
+    ],
+    "template_selection_mode": "deterministic",
+    "selected_template_rank": 0,
+    "problem_index_within_template": 7,
+    "sql_variant_index": 1,
+    "sql_variant_total": 1
+  },
+  "mode": "subitem_workload_v2",
+  "sql_source_version": "v2",
+  "sql_source_label": "v2_current",
+  "generated_sql_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_c/m12/sql/v2q_m12_051e520807e17830.sql",
+  "usage_summary": {
+    "engine": "template",
+    "input_tokens": 0,
+    "cached_input_tokens": 0,
+    "output_tokens": 0,
+    "total_tokens": 0,
+    "estimated_total_tokens": 0,
+    "usage_source": "none"
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_051e520807e17830/usage_summary.json

@@ -0,0 +1,9 @@
+{
+  "engine": "template",
+  "input_tokens": 0,
+  "cached_input_tokens": 0,
+  "output_tokens": 0,
+  "total_tokens": 0,
+  "estimated_total_tokens": 0,
+  "usage_source": "none"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/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": "2026-05-19T16:09:27.330446+00:00",
+  "ended_at": "2026-05-19T16:09:30.235402+00:00",
+  "elapsed_ms": 2904.93,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 17001,
+    "bytes_utf8": 17001,
+    "lines": 480,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/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": "2026-05-19T16:09:31.238659+00:00",
+  "ended_at": "2026-05-19T16:09:35.713111+00:00",
+  "elapsed_ms": 4474.41,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 17001,
+    "bytes_utf8": 17001,
+    "lines": 480,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,480 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=lead_time, measure_col=days_in_waiting_list.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "lead_time",
+    "measure_col": "days_in_waiting_list",
+    "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": 78.68,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,480 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=lead_time, measure_col=days_in_waiting_list.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "lead_time",
+    "measure_col": "days_in_waiting_list",
+    "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": 78.68,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-d12e-78c0-a79e-2da05919fa60"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-d12e-78c0-a79e-2da05919fa60"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-e067-76f0-b447-29660f9cc8bc"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_05ec60a8d0f21f0f/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ff-e067-76f0-b447-29660f9cc8bc"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/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": "2026-05-19T16:07:53.629116+00:00",
+  "ended_at": "2026-05-19T16:07:56.912941+00:00",
+  "elapsed_ms": 3283.8,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 16895,
+    "bytes_utf8": 16895,
+    "lines": 478,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/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": "2026-05-19T16:07:57.915599+00:00",
+  "ended_at": "2026-05-19T16:08:00.731781+00:00",
+  "elapsed_ms": 2816.14,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 16895,
+    "bytes_utf8": 16895,
+    "lines": 478,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,478 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=booking_changes.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "booking_changes",
+    "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": 2016.5,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,478 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, CREATE, PRAGMA, ATTACH, DETACH, or VACUUM.
+- Prefer the planned template and bound roles when provided.
+- Add a leading SQL comment exactly like: -- template_id: <planned_template_id>.
+- Generate SQLite-compatible SQL. SQLite does not support PERCENTILE_CONT or STDDEV.
+- Quote identifiers with double quotes.
+- Return no markdown and no extra prose.
+
+Dataset context:
+Dataset context for SQL QA:
+- dataset_id: m12
+- dataset_name: Hotel Booking Demand
+- table_name: m12
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 31 feature columns and target `customer_type`.
+- task_type: classification
+- target_column: customer_type
+- main_row_count: 119390
+- important_fields:
+- hotel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for hotel.
+- is_canceled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is canceled.
+- lead_time: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for lead time.
+- arrival_date_year: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date year.
+- arrival_date_month: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for arrival date month.
+- arrival_date_week_number: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date week number.
+- arrival_date_day_of_month: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for arrival date day of month.
+- stays_in_weekend_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in weekend nights.
+- stays_in_week_nights: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for stays in week nights.
+- adults: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for adults.
+- children: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'missingness_candidate'] desc=Numeric field for children.
+- babies: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for babies.
+- meal: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for meal.
+- country: role=feature, type=categorical_nominal. tags=['condition_candidate', 'missingness_candidate'] desc=Categorical field for country.
+- market_segment: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for market segment.
+- distribution_channel: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for distribution channel.
+- is_repeated_guest: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for is repeated guest.
+- previous_cancellations: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for previous cancellations.
+- previous_bookings_not_canceled: role=feature, type=categorical_binary. tags=['condition_candidate'] desc=Categorical field for previous bookings not canceled.
+- reserved_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reserved room type.
+- assigned_room_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for assigned room type.
+- booking_changes: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for booking changes.
+- deposit_type: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for deposit type.
+- agent: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for agent.
+- company: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate', 'missingness_candidate'] desc=Numeric field for company.
+- days_in_waiting_list: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for days in waiting list.
+- customer_type: role=target, type=categorical_target. tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for customer type.
+- adr: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for adr.
+- required_car_parking_spaces: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for required car parking spaces.
+- total_of_special_requests: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for total of special requests.
+- reservation_status: role=feature, type=categorical_nominal. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for reservation status.
+- reservation_status_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for reservation status date.
+- useful_field_combinations: [['hotel', 'is_canceled', 'customer_type'], ['hotel', 'lead_time', 'customer_type'], ['hotel', 'hotel', 'customer_type']]
+- fields_requiring_caution: ['customer_type', 'lead_time', 'agent', 'company', 'children', 'country']
+- source_url: https://www.kaggle.com/datasets/jessemostipak/hotel-booking-demand
+
+SQLite schema snapshot:
+{
+  "table_name": "m12",
+  "quoted_table_name": "\"m12\"",
+  "row_count": 119390,
+  "columns": [
+    {
+      "name": "hotel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "lead_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_year",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_week_number",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "arrival_date_day_of_month",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_weekend_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "stays_in_week_nights",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adults",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "children",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "babies",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "meal",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "country",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "market_segment",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "distribution_channel",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "is_repeated_guest",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_cancellations",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "previous_bookings_not_canceled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reserved_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "assigned_room_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "booking_changes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "deposit_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "agent",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "company",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "days_in_waiting_list",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "customer_type",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "adr",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "required_car_parking_spaces",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "total_of_special_requests",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "reservation_status_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "342",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "3",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "737",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "0",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "PRT",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "C",
+      "assigned_room_type": "C",
+      "booking_changes": "4",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "0",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-01"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "7",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Direct",
+      "distribution_channel": "Direct",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "C",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "13",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "1",
+      "adults": "1",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Corporate",
+      "distribution_channel": "Corporate",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "304",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "75",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "0",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-02"
+    },
+    {
+      "hotel": "Resort Hotel",
+      "is_canceled": "0",
+      "lead_time": "14",
+      "arrival_date_year": "2015",
+      "arrival_date_month": "July",
+      "arrival_date_week_number": "27",
+      "arrival_date_day_of_month": "1",
+      "stays_in_weekend_nights": "0",
+      "stays_in_week_nights": "2",
+      "adults": "2",
+      "children": "0",
+      "babies": "0",
+      "meal": "BB",
+      "country": "GBR",
+      "market_segment": "Online TA",
+      "distribution_channel": "TA/TO",
+      "is_repeated_guest": "0",
+      "previous_cancellations": "0",
+      "previous_bookings_not_canceled": "0",
+      "reserved_room_type": "A",
+      "assigned_room_type": "A",
+      "booking_changes": "0",
+      "deposit_type": "No Deposit",
+      "agent": "240",
+      "company": "",
+      "days_in_waiting_list": "0",
+      "customer_type": "Transient",
+      "adr": "98",
+      "required_car_parking_spaces": "0",
+      "total_of_special_requests": "1",
+      "reservation_status": "Check-Out",
+      "reservation_status_date": "2015-07-03"
+    }
+  ]
+}
+
+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": "m12",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role rare_extreme_view. Focus on group_col=booking_changes.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "booking_changes",
+    "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": 2016.5,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_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:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-6317-78e0-af71-03ecb78af2a3"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-6317-78e0-af71-03ecb78af2a3"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-73fe-7020-9795-413dc6682eba"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_067bcd415287d614/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fe-73fe-7020-9795-413dc6682eba"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/final_answer.txt

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+SQL executed successfully for: Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=is_repeated_guest, condition_col=hotel.
+Result preview: [{"is_repeated_guest": "0", "condition_ratio": 2.0191735019069013}, {"is_repeated_guest": "1", "condition_ratio": 1.1428571428571428}]

Query/sql/v2/runs/v2_cli_20260502_081223_c/m12/artifacts/v2q_m12_0abdd7583ba915ec/generated_sql.sql

@@ -0,0 +1,24 @@
+-- sql_source_version: v2
+-- sql_source_label: v2_current
+-- sql_source_run_id: v2_cli_20260502_081223_c
+-- sql_source_dataset_id: m12
+-- family_id: conditional_dependency_structure
+-- canonical_subitem_id: direction_consistency
+-- intended_facet_id: conditional_rate_shift
+-- variant_semantic_role: contrastive_conditional_view
+-- template_id: tpl_m4_group_ratio_two_conditions
+-- query_record_id: v2q_m12_0abdd7583ba915ec
+-- problem_id: v2p_m12_98e09b0f1ac847b4
+-- realization_mode: agent
+-- source_kind: agent
+WITH grouped AS (
+    SELECT "is_repeated_guest",
+           SUM(CASE WHEN "hotel" = 'City Hotel' THEN 1 ELSE 0 END) AS numerator_count,
+           SUM(CASE WHEN "hotel" = 'Resort Hotel' THEN 1 ELSE 0 END) AS denominator_count
+    FROM "m12"
+    GROUP BY "is_repeated_guest"
+)
+SELECT "is_repeated_guest",
+       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio
+FROM grouped
+ORDER BY condition_ratio DESC;