Add files using upload-large-folder tool

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_358827fe46730b7e/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16042, "bytes_utf8": 16042, "lines": 468, "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": 719, "bytes_utf8": 719, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16641, "cached_input_tokens": 15744, "output_tokens": 698, "reasoning_output_tokens": 516}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_358827fe46730b7e/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": "c8",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c8_358827fe46730b7e",
+    "api_calls": 0,
+    "input_tokens": 16641,
+    "cached_input_tokens": 15744,
+    "output_tokens": 698,
+    "total_tokens": 17339,
+    "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": 13750.04,
+    "sql_execution_elapsed_ms_total": 9.67,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_358827fe46730b7e/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_358827fe46730b7e/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:49:37.272717+00:00",
+  "ended_at": "2026-05-19T15:49:51.022795+00:00",
+  "elapsed_ms": 13750.04,
+  "prompt_metrics": {
+    "chars": 16042,
+    "bytes_utf8": 16042,
+    "lines": 468,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1094,
+    "bytes_utf8": 1094,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 719,
+      "bytes_utf8": 719,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16641,
+      "cached_input_tokens": 15744,
+      "output_tokens": 698,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_358827fe46730b7e/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,468 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c8",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Submitting_to_email, measure_col=Iframe.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "Submitting_to_email",
+    "measure_col": "Iframe",
+    "top_k": 18,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_358827fe46730b7e/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ed-a880-7230-9a28-14157d467a82"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH grouped AS (\\n    SELECT\\n        \\\"Submitting_to_email\\\",\\n        SUM(CAST(\\\"Iframe\\\" AS REAL)) AS group_value\\n    FROM \\\"c8\\\"\\n    GROUP BY \\\"Submitting_to_email\\\"\\n), total AS (\\n    SELECT SUM(group_value) AS total_value\\n    FROM grouped\\n)\\nSELECT\\n    g.\\\"Submitting_to_email\\\",\\n    g.group_value\\nFROM grouped AS g\\nCROSS JOIN total AS t\\nWHERE g.group_value > t.total_value * 0.05\\nORDER BY g.group_value DESC;\",\"notes\":\"Applied the planned Relative-to-Total Extreme Threshold template with group_col=\\\"Submitting_to_email\\\" and measure_col=\\\"Iframe\\\". CAST(\\\"Iframe\\\" AS REAL) is used because the schema stores numeric-coded values as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16641,"cached_input_tokens":15744,"output_tokens":698,"reasoning_output_tokens":516}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_358827fe46730b7e/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH grouped AS (\n    SELECT\n        \"Submitting_to_email\",\n        SUM(CAST(\"Iframe\" AS REAL)) AS group_value\n    FROM \"c8\"\n    GROUP BY \"Submitting_to_email\"\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT\n    g.\"Submitting_to_email\",\n    g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * 0.05\nORDER BY g.group_value DESC;","notes":"Applied the planned Relative-to-Total Extreme Threshold template with group_col=\"Submitting_to_email\" and measure_col=\"Iframe\". CAST(\"Iframe\" AS REAL) is used because the schema stores numeric-coded values as TEXT."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_3dd8fed36d825d53/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15424, "bytes_utf8": 15424, "lines": 466, "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": 376, "bytes_utf8": 376, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16494, "cached_input_tokens": 12032, "output_tokens": 467, "reasoning_output_tokens": 358}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/conversation.jsonl

@@ -0,0 +1,4 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15776, "bytes_utf8": 15776, "lines": 471, "estimated_tokens": null}}
+{"attempt": 1, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_1.txt", "raw_content_path": "cli/sql_response_attempt_1.raw.txt", "stderr_path": "cli/sql_stderr_attempt_1.txt", "metrics": {"chars": 280, "bytes_utf8": 280, "lines": 4, "estimated_tokens": null}, "usage": {}, "status": "failed", "error": "AI CLI command failed with exit code 1: "}
+{"attempt": 2, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_2.txt", "metrics": {"chars": 15776, "bytes_utf8": 15776, "lines": 471, "estimated_tokens": null}}
+{"attempt": 2, "phase": "sql_generation", "role": "assistant", "content_path": "cli/sql_response_attempt_2.txt", "raw_content_path": "cli/sql_response_attempt_2.raw.txt", "stderr_path": "cli/sql_stderr_attempt_2.txt", "metrics": {"chars": 462, "bytes_utf8": 462, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16577, "cached_input_tokens": 12032, "output_tokens": 364, "reasoning_output_tokens": 247}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/session_summary.json

@@ -0,0 +1,25 @@
+{
+  "engine": "v2-cli:codex",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "ai_cli_calls": 2,
+  "usage_summary": {
+    "dataset_id": "c8",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c8_4696c27370af3799",
+    "api_calls": 0,
+    "input_tokens": 16577,
+    "cached_input_tokens": 12032,
+    "output_tokens": 364,
+    "total_tokens": 16941,
+    "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": 14116.11,
+    "sql_execution_elapsed_ms_total": 5.37,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/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": "2026-05-19T16:00:09.747620+00:00",
+  "ended_at": "2026-05-19T16:00:13.015831+00:00",
+  "elapsed_ms": 3268.19,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 15776,
+    "bytes_utf8": 15776,
+    "lines": 471,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:00:14.018393+00:00",
+  "ended_at": "2026-05-19T16:00:24.866366+00:00",
+  "elapsed_ms": 10847.92,
+  "prompt_metrics": {
+    "chars": 15776,
+    "bytes_utf8": 15776,
+    "lines": 471,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 813,
+    "bytes_utf8": 813,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 462,
+      "bytes_utf8": 462,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16577,
+      "cached_input_tokens": 12032,
+      "output_tokens": 364,
+      "reasoning_output_tokens": 247
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,471 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+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": "c8",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=double_slash_redirecting, condition_col=double_slash_redirecting.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "double_slash_redirecting",
+    "condition_col": "double_slash_redirecting",
+    "condition_value": "-1",
+    "positive_value": "1",
+    "negative_value": "-1",
+    "top_k": 17,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       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_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,471 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+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": "c8",
+  "question": "Use template Grouped Condition Rate to probe direction_consistency with semantic role within_group_proportion. Focus on group_col=double_slash_redirecting, condition_col=double_slash_redirecting.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "double_slash_redirecting",
+    "condition_col": "double_slash_redirecting",
+    "condition_value": "-1",
+    "positive_value": "1",
+    "negative_value": "-1",
+    "top_k": 17,
+    "top_n": 5,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       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_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f7-4f2f-7833-af83-bd935dd79190"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f7-4f2f-7833-af83-bd935dd79190"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f7-5fbb-7750-ad49-ff94010cc64e"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"double_slash_redirecting\\\",\\n       AVG(CASE WHEN \\\"double_slash_redirecting\\\" = '-1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c8\\\"\\nGROUP BY \\\"double_slash_redirecting\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Instantiated the provided Grouped Condition Rate template exactly, grouping by and conditioning on \\\"double_slash_redirecting\\\" with condition value '-1' in SQLite-compatible syntax.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16577,"cached_input_tokens":12032,"output_tokens":364,"reasoning_output_tokens":247}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_4696c27370af3799/cli/sql_response_attempt_2.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"double_slash_redirecting\",\n       AVG(CASE WHEN \"double_slash_redirecting\" = '-1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c8\"\nGROUP BY \"double_slash_redirecting\"\nORDER BY condition_rate DESC;","notes":"Instantiated the provided Grouped Condition Rate template exactly, grouping by and conditioning on \"double_slash_redirecting\" with condition value '-1' in SQLite-compatible syntax."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:07.172812+00:00",
+  "ended_at": "2026-05-19T16:05:10.271643+00:00",
+  "elapsed_ms": 3098.81,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 15452,
+    "bytes_utf8": 15452,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/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": "2026-05-19T16:05:11.273857+00:00",
+  "ended_at": "2026-05-19T16:05:14.544651+00:00",
+  "elapsed_ms": 3270.76,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 15452,
+    "bytes_utf8": 15452,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 281,
+    "bytes_utf8": 281,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 280,
+      "bytes_utf8": 280,
+      "lines": 4,
+      "estimated_tokens": null
+    },
+    "usage": {}
+  },
+  "status": "failed",
+  "error": "AI CLI command failed with exit code 1: ",
+  "prompt_path": "cli/sql_prompt_attempt_2.txt",
+  "response_path": "cli/sql_response_attempt_2.txt",
+  "raw_response_path": "cli/sql_response_attempt_2.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_2.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,466 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+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": "c8",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Result.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "Result",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\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_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,466 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+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": "c8",
+  "question": "Use template Low-Support Group Count to probe tail_mass_similarity with semantic role count_distribution. Focus on group_col=Result.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "Result",
+    "top_k": 13,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\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_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-d8e5-7d93-998c-7ad4f35d499c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-d8e5-7d93-998c-7ad4f35d499c"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-e8ed-7c30-93ff-22763a38c7fd"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_70dd2bf0348e412f/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-e8ed-7c30-93ff-22763a38c7fd"}
+{"type":"turn.started"}
+{"type":"error","message":"Quota exceeded. Check your plan and billing details."}
+{"type":"turn.failed","error":{"message":"Quota exceeded. Check your plan and billing details."}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_729fa4d52a230db8/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": "c8",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c8_729fa4d52a230db8",
+    "api_calls": 0,
+    "input_tokens": 16625,
+    "cached_input_tokens": 12032,
+    "output_tokens": 699,
+    "total_tokens": 17324,
+    "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": 12674.71,
+    "sql_execution_elapsed_ms_total": 7.7,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_729fa4d52a230db8/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_729fa4d52a230db8/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": "2026-05-19T15:33:41.866592+00:00",
+  "ended_at": "2026-05-19T15:33:54.541330+00:00",
+  "elapsed_ms": 12674.71,
+  "prompt_metrics": {
+    "chars": 15884,
+    "bytes_utf8": 15884,
+    "lines": 470,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1000,
+    "bytes_utf8": 1000,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 618,
+      "bytes_utf8": 618,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16625,
+      "cached_input_tokens": 12032,
+      "output_tokens": 699,
+      "reasoning_output_tokens": 516
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_729fa4d52a230db8/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,470 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+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": "c8",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role within_group_proportion. Focus on group_col=DNSRecord, measure_col=Page_Rank.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "DNSRecord",
+    "measure_col": "Page_Rank",
+    "item_col": "web_traffic",
+    "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": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_729fa4d52a230db8/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40df-1474-7162-8359-6db0fff607f2"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT\\n  \\\"DNSRecord\\\",\\n  \\\"web_traffic\\\",\\n  SUM(CAST(\\\"Page_Rank\\\" AS REAL)) AS total_measure,\\n  SUM(CAST(\\\"Page_Rank\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Page_Rank\\\" AS REAL))) OVER (PARTITION BY \\\"DNSRecord\\\") AS share_within_group\\nFROM \\\"c8\\\"\\nGROUP BY \\\"DNSRecord\\\", \\\"web_traffic\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Instantiated the Within-Group Share of Total template with \\\"DNSRecord\\\" as the group, \\\"web_traffic\\\" as the item, and CAST(\\\"Page_Rank\\\" AS REAL) as the summed measure because the source column is stored as TEXT in SQLite.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16625,"cached_input_tokens":12032,"output_tokens":699,"reasoning_output_tokens":516}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_729fa4d52a230db8/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT\n  \"DNSRecord\",\n  \"web_traffic\",\n  SUM(CAST(\"Page_Rank\" AS REAL)) AS total_measure,\n  SUM(CAST(\"Page_Rank\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Page_Rank\" AS REAL))) OVER (PARTITION BY \"DNSRecord\") AS share_within_group\nFROM \"c8\"\nGROUP BY \"DNSRecord\", \"web_traffic\"\nORDER BY share_within_group DESC;","notes":"Instantiated the Within-Group Share of Total template with \"DNSRecord\" as the group, \"web_traffic\" as the item, and CAST(\"Page_Rank\" AS REAL) as the summed measure because the source column is stored as TEXT in SQLite."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_af842cc33335d617/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15908, "bytes_utf8": 15908, "lines": 470, "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": 658, "bytes_utf8": 658, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16629, "cached_input_tokens": 15744, "output_tokens": 512, "reasoning_output_tokens": 332}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_af842cc33335d617/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": "c8",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c8_af842cc33335d617",
+    "api_calls": 0,
+    "input_tokens": 16629,
+    "cached_input_tokens": 15744,
+    "output_tokens": 512,
+    "total_tokens": 17141,
+    "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": 12964.83,
+    "sql_execution_elapsed_ms_total": 11.42,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_af842cc33335d617/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_af842cc33335d617/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": "2026-05-19T15:35:01.117008+00:00",
+  "ended_at": "2026-05-19T15:35:14.081886+00:00",
+  "elapsed_ms": 12964.83,
+  "prompt_metrics": {
+    "chars": 15908,
+    "bytes_utf8": 15908,
+    "lines": 470,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1038,
+    "bytes_utf8": 1038,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 658,
+      "bytes_utf8": 658,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16629,
+      "cached_input_tokens": 15744,
+      "output_tokens": 512,
+      "reasoning_output_tokens": 332
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_af842cc33335d617/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,470 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+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": "c8",
+  "question": "Use template Within-Group Share of Total to probe dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=Page_Rank, measure_col=Links_pointing_to_page.",
+  "planned_template_id": "tpl_tpcds_within_group_share",
+  "bindings": {
+    "group_col": "Page_Rank",
+    "measure_col": "Links_pointing_to_page",
+    "item_col": "Google_Index",
+    "top_k": 16,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {item_col},\n       SUM({measure_col}) AS total_measure,\n       SUM({measure_col}) * 100.0 / SUM(SUM({measure_col})) OVER (PARTITION BY {group_col}) AS share_within_group\nFROM {table}\nGROUP BY {group_col}, {item_col}\nORDER BY share_within_group DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_af842cc33335d617/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e0-4a07-7072-b412-29a337698359"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpcds_within_group_share\\nSELECT \\\"Page_Rank\\\", \\\"Google_Index\\\",\\n       SUM(CAST(\\\"Links_pointing_to_page\\\" AS REAL)) AS total_measure,\\n       SUM(CAST(\\\"Links_pointing_to_page\\\" AS REAL)) * 100.0 / SUM(SUM(CAST(\\\"Links_pointing_to_page\\\" AS REAL))) OVER (PARTITION BY \\\"Page_Rank\\\") AS share_within_group\\nFROM \\\"c8\\\"\\nGROUP BY \\\"Page_Rank\\\", \\\"Google_Index\\\"\\nORDER BY share_within_group DESC;\",\"notes\":\"Applied the required Within-Group Share of Total template with group_col=\\\"Page_Rank\\\", item_col=\\\"Google_Index\\\", and measure_col=\\\"Links_pointing_to_page\\\". CAST is used because the schema stores these fields as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16629,"cached_input_tokens":15744,"output_tokens":512,"reasoning_output_tokens":332}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_af842cc33335d617/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpcds_within_group_share\nSELECT \"Page_Rank\", \"Google_Index\",\n       SUM(CAST(\"Links_pointing_to_page\" AS REAL)) AS total_measure,\n       SUM(CAST(\"Links_pointing_to_page\" AS REAL)) * 100.0 / SUM(SUM(CAST(\"Links_pointing_to_page\" AS REAL))) OVER (PARTITION BY \"Page_Rank\") AS share_within_group\nFROM \"c8\"\nGROUP BY \"Page_Rank\", \"Google_Index\"\nORDER BY share_within_group DESC;","notes":"Applied the required Within-Group Share of Total template with group_col=\"Page_Rank\", item_col=\"Google_Index\", and measure_col=\"Links_pointing_to_page\". CAST is used because the schema stores these fields as TEXT."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_b4f4afb0dd1b886f/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16038, "bytes_utf8": 16038, "lines": 468, "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": 704, "bytes_utf8": 704, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16643, "cached_input_tokens": 12032, "output_tokens": 639, "reasoning_output_tokens": 436}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_b4f4afb0dd1b886f/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": "c8",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c8_b4f4afb0dd1b886f",
+    "api_calls": 0,
+    "input_tokens": 16643,
+    "cached_input_tokens": 12032,
+    "output_tokens": 639,
+    "total_tokens": 17282,
+    "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": 13217.17,
+    "sql_execution_elapsed_ms_total": 11.45,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_b4f4afb0dd1b886f/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_b4f4afb0dd1b886f/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": "2026-05-19T15:48:46.658386+00:00",
+  "ended_at": "2026-05-19T15:48:59.875585+00:00",
+  "elapsed_ms": 13217.17,
+  "prompt_metrics": {
+    "chars": 16038,
+    "bytes_utf8": 16038,
+    "lines": 468,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1123,
+    "bytes_utf8": 1123,
+    "lines": 4,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 704,
+      "bytes_utf8": 704,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16643,
+      "cached_input_tokens": 12032,
+      "output_tokens": 639,
+      "reasoning_output_tokens": 436
+    }
+  },
+  "prompt_path": "cli/sql_prompt_attempt_1.txt",
+  "response_path": "cli/sql_response_attempt_1.txt",
+  "raw_response_path": "cli/sql_response_attempt_1.raw.txt",
+  "stderr_path": "cli/sql_stderr_attempt_1.txt"
+}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_b4f4afb0dd1b886f/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,468 @@
+You are generating one SQLite SELECT query for a single-table SQL QA task.
+Return strict JSON only, with this schema: {"sql": "...", "notes": "..."}.
+Rules:
+- Use only the provided table and columns.
+- Do not write INSERT, UPDATE, DELETE, DROP, ALTER, 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: c8
+- dataset_name: Phishing Websites
+- table_name: c8
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 30 feature columns and target `having_At_Symbol`.
+- task_type: classification
+- target_column: having_At_Symbol
+- main_row_count: 11055
+- important_fields:
+- having_IP_Address: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having IP Address.
+- URL_Length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL Length.
+- Shortining_Service: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Shortining Service.
+- having_At_Symbol: role=target, type=categorical_ordinal_target. ordered=['-1', '1'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for having At Symbol.
+- double_slash_redirecting: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for double slash redirecting.
+- Prefix_Suffix: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Prefix Suffix.
+- having_Sub_Domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for having Sub Domain.
+- SSLfinal_State: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SSLfinal State.
+- Domain_registeration_length: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Domain registeration length.
+- Favicon: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Favicon.
+- port: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for port.
+- HTTPS_token: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for HTTPS token.
+- Request_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Request URL.
+- URL_of_Anchor: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for URL of Anchor.
+- Links_in_tags: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links in tags.
+- SFH: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for SFH.
+- Submitting_to_email: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Submitting to email.
+- Abnormal_URL: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Abnormal URL.
+- Redirect: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for Redirect.
+- on_mouseover: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for on mouseover.
+- RightClick: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for RightClick.
+- popUpWidnow: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for popUpWidnow.
+- Iframe: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Iframe.
+- age_of_domain: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for age of domain.
+- DNSRecord: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for DNSRecord.
+- web_traffic: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for web traffic.
+- Page_Rank: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Page Rank.
+- Google_Index: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Google Index.
+- Links_pointing_to_page: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Links pointing to page.
+- Statistical_report: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Statistical report.
+- Result: role=feature, type=numeric_discrete. tags=['subgroup_candidate', 'condition_candidate', 'measure'] desc=Numeric field for Result.
+- useful_field_combinations: [['having_IP_Address', 'URL_Length', 'having_At_Symbol'], ['having_IP_Address', 'having_IP_Address', 'having_At_Symbol']]
+- fields_requiring_caution: ['having_At_Symbol']
+- source_url: https://archive.ics.uci.edu/dataset/327/phishing+websites
+
+SQLite schema snapshot:
+{
+  "table_name": "c8",
+  "quoted_table_name": "\"c8\"",
+  "row_count": 11055,
+  "columns": [
+    {
+      "name": "having_IP_Address",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_Length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Shortining_Service",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_At_Symbol",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "double_slash_redirecting",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Prefix_Suffix",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "having_Sub_Domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SSLfinal_State",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Domain_registeration_length",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Favicon",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "port",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "HTTPS_token",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Request_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "URL_of_Anchor",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_in_tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "SFH",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Submitting_to_email",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Abnormal_URL",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Redirect",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "on_mouseover",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "RightClick",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "popUpWidnow",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Iframe",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "age_of_domain",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "DNSRecord",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "web_traffic",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Page_Rank",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Google_Index",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Links_pointing_to_page",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Statistical_report",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "Result",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "having_IP_Address": "-1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "-1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "-1",
+      "Links_in_tags": "1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "-1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "1",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "0",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "-1",
+      "SFH": "-1",
+      "Submitting_to_email": "-1",
+      "Abnormal_URL": "-1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "0",
+      "Statistical_report": "-1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "-1",
+      "SSLfinal_State": "-1",
+      "Domain_registeration_length": "1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "-1",
+      "Request_URL": "-1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "1",
+      "RightClick": "1",
+      "popUpWidnow": "1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "1",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "-1",
+      "Statistical_report": "1",
+      "Result": "-1"
+    },
+    {
+      "having_IP_Address": "1",
+      "URL_Length": "0",
+      "Shortining_Service": "-1",
+      "having_At_Symbol": "1",
+      "double_slash_redirecting": "1",
+      "Prefix_Suffix": "-1",
+      "having_Sub_Domain": "1",
+      "SSLfinal_State": "1",
+      "Domain_registeration_length": "-1",
+      "Favicon": "1",
+      "port": "1",
+      "HTTPS_token": "1",
+      "Request_URL": "1",
+      "URL_of_Anchor": "0",
+      "Links_in_tags": "0",
+      "SFH": "-1",
+      "Submitting_to_email": "1",
+      "Abnormal_URL": "1",
+      "Redirect": "0",
+      "on_mouseover": "-1",
+      "RightClick": "1",
+      "popUpWidnow": "-1",
+      "Iframe": "1",
+      "age_of_domain": "-1",
+      "DNSRecord": "-1",
+      "web_traffic": "0",
+      "Page_Rank": "-1",
+      "Google_Index": "1",
+      "Links_pointing_to_page": "1",
+      "Statistical_report": "1",
+      "Result": "1"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_tpch_relative_total_threshold",
+    "template_name": "Relative-to-Total Extreme Threshold",
+    "primary_family": "tail_rarity_structure",
+    "portability": "partial",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c8",
+  "question": "Use template Relative-to-Total Extreme Threshold to probe tail_mass_similarity with semantic role filtered_stable_view. Focus on group_col=Links_in_tags, measure_col=RightClick.",
+  "planned_template_id": "tpl_tpch_relative_total_threshold",
+  "bindings": {
+    "group_col": "Links_in_tags",
+    "measure_col": "RightClick",
+    "top_k": 16,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "WITH grouped AS (\n    SELECT {group_col}, SUM({measure_col}) AS group_value\n    FROM {table}\n    GROUP BY {group_col}\n), total AS (\n    SELECT SUM(group_value) AS total_value\n    FROM grouped\n)\nSELECT g.{group_col}, g.group_value\nFROM grouped AS g\nCROSS JOIN total AS t\nWHERE g.group_value > t.total_value * {fraction_threshold}\nORDER BY g.group_value DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_b4f4afb0dd1b886f/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ec-e2d9-74e0-94da-c33edc089113"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tpch_relative_total_threshold\\nWITH \\\"grouped\\\" AS (\\n  SELECT\\n    \\\"Links_in_tags\\\",\\n    SUM(CAST(\\\"RightClick\\\" AS REAL)) AS \\\"group_value\\\"\\n  FROM \\\"c8\\\"\\n  GROUP BY \\\"Links_in_tags\\\"\\n), \\\"total\\\" AS (\\n  SELECT SUM(\\\"group_value\\\") AS \\\"total_value\\\"\\n  FROM \\\"grouped\\\"\\n)\\nSELECT\\n  g.\\\"Links_in_tags\\\",\\n  g.\\\"group_value\\\"\\nFROM \\\"grouped\\\" AS g\\nCROSS JOIN \\\"total\\\" AS t\\nWHERE g.\\\"group_value\\\" > t.\\\"total_value\\\" * 0.05\\nORDER BY g.\\\"group_value\\\" DESC;\",\"notes\":\"Uses the provided Relative-to-Total Extreme Threshold template with group_col=\\\"Links_in_tags\\\" and measure_col=\\\"RightClick\\\". CAST is applied because the schema stores feature values as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16643,"cached_input_tokens":12032,"output_tokens":639,"reasoning_output_tokens":436}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_b4f4afb0dd1b886f/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tpch_relative_total_threshold\nWITH \"grouped\" AS (\n  SELECT\n    \"Links_in_tags\",\n    SUM(CAST(\"RightClick\" AS REAL)) AS \"group_value\"\n  FROM \"c8\"\n  GROUP BY \"Links_in_tags\"\n), \"total\" AS (\n  SELECT SUM(\"group_value\") AS \"total_value\"\n  FROM \"grouped\"\n)\nSELECT\n  g.\"Links_in_tags\",\n  g.\"group_value\"\nFROM \"grouped\" AS g\nCROSS JOIN \"total\" AS t\nWHERE g.\"group_value\" > t.\"total_value\" * 0.05\nORDER BY g.\"group_value\" DESC;","notes":"Uses the provided Relative-to-Total Extreme Threshold template with group_col=\"Links_in_tags\" and measure_col=\"RightClick\". CAST is applied because the schema stores feature values as TEXT."}