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Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_02140e5b66b708aa/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:04:16.910854+00:00",
+  "ended_at": "2026-05-19T16:04:20.202299+00:00",
+  "elapsed_ms": 3291.42,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 15467,
+    "bytes_utf8": 15467,
+    "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_02140e5b66b708aa/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:04:21.205978+00:00",
+  "ended_at": "2026-05-19T16:04:27.089335+00:00",
+  "elapsed_ms": 5883.29,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 15467,
+    "bytes_utf8": 15467,
+    "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_02140e5b66b708aa/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_set_consistency with semantic role count_distribution. Focus on group_col=Google_Index.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "Google_Index",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": -1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\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_02140e5b66b708aa/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_set_consistency with semantic role count_distribution. Focus on group_col=Google_Index.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "Google_Index",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": -1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\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_02140e5b66b708aa/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-1496-7c22-a01c-353d12cd1746"}
+{"type":"turn.started"}
+{"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_02140e5b66b708aa/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-1496-7c22-a01c-353d12cd1746"}
+{"type":"turn.started"}
+{"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_02140e5b66b708aa/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-257c-7ff2-901c-7047ea0a29d2"}
+{"type":"turn.started"}
+{"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_02140e5b66b708aa/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fb-257c-7ff2-901c-7047ea0a29d2"}
+{"type":"turn.started"}
+{"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_058aee66ab339c86/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15431, "bytes_utf8": 15431, "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": 393, "bytes_utf8": 393, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16498, "cached_input_tokens": 12032, "output_tokens": 360, "reasoning_output_tokens": 250}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_058aee66ab339c86/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_058aee66ab339c86",
+    "api_calls": 0,
+    "input_tokens": 16498,
+    "cached_input_tokens": 12032,
+    "output_tokens": 360,
+    "total_tokens": 16858,
+    "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": 11184.75,
+    "sql_execution_elapsed_ms_total": 2.08,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_058aee66ab339c86/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_058aee66ab339c86/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:03:28.299158+00:00",
+  "ended_at": "2026-05-19T16:03:39.483944+00:00",
+  "elapsed_ms": 11184.75,
+  "prompt_metrics": {
+    "chars": 15431,
+    "bytes_utf8": 15431,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 733,
+    "bytes_utf8": 733,
+    "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": 393,
+      "bytes_utf8": 393,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16498,
+      "cached_input_tokens": 12032,
+      "output_tokens": 360,
+      "reasoning_output_tokens": 250
+    }
+  },
+  "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_058aee66ab339c86/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_threshold_rarity_cdf",
+    "template_name": "Threshold Rarity CDF",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};",
+    "required_roles": [
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c8",
+  "question": "Use template Threshold Rarity CDF to probe tail_set_consistency with semantic role rare_extreme_view. Focus on measure_col=Links_pointing_to_page.",
+  "planned_template_id": "tpl_threshold_rarity_cdf",
+  "bindings": {
+    "measure_col": "Links_pointing_to_page",
+    "top_k": 13,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT AVG(CASE WHEN {measure_col} <= {measure_threshold} THEN 1 ELSE 0 END) AS empirical_cdf_at_threshold\nFROM {table};"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_058aee66ab339c86/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fa-56c3-77f3-8cce-465ecfb8caad"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_threshold_rarity_cdf\\nSELECT AVG(CASE WHEN CAST(\\\"Links_pointing_to_page\\\" AS REAL) <= 1.0 THEN 1 ELSE 0 END) AS \\\"empirical_cdf_at_threshold\\\"\\nFROM \\\"c8\\\";\",\"notes\":\"Used the provided Threshold Rarity CDF template with measure_col bound to Links_pointing_to_page and measure_threshold fixed at 1.0. Cast to REAL because the schema stores feature values as TEXT.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16498,"cached_input_tokens":12032,"output_tokens":360,"reasoning_output_tokens":250}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_058aee66ab339c86/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_threshold_rarity_cdf\nSELECT AVG(CASE WHEN CAST(\"Links_pointing_to_page\" AS REAL) <= 1.0 THEN 1 ELSE 0 END) AS \"empirical_cdf_at_threshold\"\nFROM \"c8\";","notes":"Used the provided Threshold Rarity CDF template with measure_col bound to Links_pointing_to_page and measure_threshold fixed at 1.0. Cast to REAL because the schema stores feature values as TEXT."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_06f2210c2bd0e05e/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15668, "bytes_utf8": 15668, "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": 822, "bytes_utf8": 822, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16545, "cached_input_tokens": 15744, "output_tokens": 1390, "reasoning_output_tokens": 1162}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_06f2210c2bd0e05e/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_06f2210c2bd0e05e",
+    "api_calls": 0,
+    "input_tokens": 16545,
+    "cached_input_tokens": 15744,
+    "output_tokens": 1390,
+    "total_tokens": 17935,
+    "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": 22084.48,
+    "sql_execution_elapsed_ms_total": 23.16,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_06f2210c2bd0e05e/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_06f2210c2bd0e05e/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": "2026-05-19T15:53:41.154431+00:00",
+  "ended_at": "2026-05-19T15:54:03.238936+00:00",
+  "elapsed_ms": 22084.48,
+  "prompt_metrics": {
+    "chars": 15668,
+    "bytes_utf8": 15668,
+    "lines": 468,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1217,
+    "bytes_utf8": 1217,
+    "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": 822,
+      "bytes_utf8": 822,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16545,
+      "cached_input_tokens": 15744,
+      "output_tokens": 1390,
+      "reasoning_output_tokens": 1162
+    }
+  },
+  "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_06f2210c2bd0e05e/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_grouped_percentile_point",
+    "template_name": "Grouped Percentile Point",
+    "primary_family": "tail_rarity_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c8",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=web_traffic, measure_col=having_IP_Address.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "web_traffic",
+    "measure_col": "having_IP_Address",
+    "top_k": 12,
+    "top_n": 6,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       PERCENTILE_CONT({percentile_value}) WITHIN GROUP (ORDER BY {measure_col}) AS percentile_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY percentile_measure DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_06f2210c2bd0e05e/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f1-6127-7e03-b051-039224b93a69"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH ranked AS (\\n  SELECT\\n    \\\"web_traffic\\\",\\n    CAST(\\\"having_IP_Address\\\" AS REAL) AS measure_value,\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"web_traffic\\\"\\n      ORDER BY CAST(\\\"having_IP_Address\\\" AS REAL)\\n    ) AS rn,\\n    COUNT(*) OVER (PARTITION BY \\\"web_traffic\\\") AS cnt\\n  FROM \\\"c8\\\"\\n  WHERE \\\"web_traffic\\\" IS NOT NULL\\n    AND \\\"having_IP_Address\\\" IS NOT NULL\\n)\\nSELECT\\n  \\\"web_traffic\\\",\\n  measure_value AS percentile_measure\\nFROM ranked\\nWHERE rn = ((9 * cnt) + 9) / 10\\nORDER BY percentile_measure DESC, \\\"web_traffic\\\";\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this uses the nearest-rank 90th percentile within each \\\"web_traffic\\\" group and casts the TEXT measure column \\\"having_IP_Address\\\" to REAL before ordering.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16545,"cached_input_tokens":15744,"output_tokens":1390,"reasoning_output_tokens":1162}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_06f2210c2bd0e05e/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH ranked AS (\n  SELECT\n    \"web_traffic\",\n    CAST(\"having_IP_Address\" AS REAL) AS measure_value,\n    ROW_NUMBER() OVER (\n      PARTITION BY \"web_traffic\"\n      ORDER BY CAST(\"having_IP_Address\" AS REAL)\n    ) AS rn,\n    COUNT(*) OVER (PARTITION BY \"web_traffic\") AS cnt\n  FROM \"c8\"\n  WHERE \"web_traffic\" IS NOT NULL\n    AND \"having_IP_Address\" IS NOT NULL\n)\nSELECT\n  \"web_traffic\",\n  measure_value AS percentile_measure\nFROM ranked\nWHERE rn = ((9 * cnt) + 9) / 10\nORDER BY percentile_measure DESC, \"web_traffic\";","notes":"SQLite does not support PERCENTILE_CONT, so this uses the nearest-rank 90th percentile within each \"web_traffic\" group and casts the TEXT measure column \"having_IP_Address\" to REAL before ordering."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_0708fb96fca3bad0/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15476, "bytes_utf8": 15476, "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": 363, "bytes_utf8": 363, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16514, "cached_input_tokens": 15744, "output_tokens": 286, "reasoning_output_tokens": 189}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_0708fb96fca3bad0/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_0708fb96fca3bad0",
+    "api_calls": 0,
+    "input_tokens": 16514,
+    "cached_input_tokens": 15744,
+    "output_tokens": 286,
+    "total_tokens": 16800,
+    "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": 8171.76,
+    "sql_execution_elapsed_ms_total": 4.67,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_0708fb96fca3bad0/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_0708fb96fca3bad0/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:05:34.469337+00:00",
+  "ended_at": "2026-05-19T16:05:42.641127+00:00",
+  "elapsed_ms": 8171.76,
+  "prompt_metrics": {
+    "chars": 15476,
+    "bytes_utf8": 15476,
+    "lines": 466,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 716,
+    "bytes_utf8": 716,
+    "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": 363,
+      "bytes_utf8": 363,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16514,
+      "cached_input_tokens": 15744,
+      "output_tokens": 286,
+      "reasoning_output_tokens": 189
+    }
+  },
+  "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_0708fb96fca3bad0/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_set_consistency with semantic role count_distribution. Focus on group_col=having_IP_Address.",
+  "planned_template_id": "tpl_tail_low_support_group_count_v2",
+  "bindings": {
+    "group_col": "having_IP_Address",
+    "top_k": 19,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT\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_0708fb96fca3bad0/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fc-4367-7e40-bf44-1364e9263aa8"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_tail_low_support_group_count_v2\\nSELECT\\n    \\\"having_IP_Address\\\",\\n    COUNT(*) AS support\\nFROM \\\"c8\\\"\\nGROUP BY \\\"having_IP_Address\\\"\\nORDER BY support ASC, \\\"having_IP_Address\\\"\\nLIMIT 19;\",\"notes\":\"Uses the Low-Support Group Count template with group_col bound to \\\"having_IP_Address\\\" and returns the 19 lowest-support groups.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16514,"cached_input_tokens":15744,"output_tokens":286,"reasoning_output_tokens":189}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_0708fb96fca3bad0/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_tail_low_support_group_count_v2\nSELECT\n    \"having_IP_Address\",\n    COUNT(*) AS support\nFROM \"c8\"\nGROUP BY \"having_IP_Address\"\nORDER BY support ASC, \"having_IP_Address\"\nLIMIT 19;","notes":"Uses the Low-Support Group Count template with group_col bound to \"having_IP_Address\" and returns the 19 lowest-support groups."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_07a71c79e7536ffc/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15740, "bytes_utf8": 15740, "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": 400, "bytes_utf8": 400, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16568, "cached_input_tokens": 12288, "output_tokens": 258, "reasoning_output_tokens": 150}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_07a71c79e7536ffc/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_07a71c79e7536ffc",
+    "api_calls": 0,
+    "input_tokens": 16568,
+    "cached_input_tokens": 12288,
+    "output_tokens": 258,
+    "total_tokens": 16826,
+    "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": 8416.45,
+    "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_07a71c79e7536ffc/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_07a71c79e7536ffc/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:01:15.671809+00:00",
+  "ended_at": "2026-05-19T16:01:24.088298+00:00",
+  "elapsed_ms": 8416.45,
+  "prompt_metrics": {
+    "chars": 15740,
+    "bytes_utf8": 15740,
+    "lines": 471,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 751,
+    "bytes_utf8": 751,
+    "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": 400,
+      "bytes_utf8": 400,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16568,
+      "cached_input_tokens": 12288,
+      "output_tokens": 258,
+      "reasoning_output_tokens": 150
+    }
+  },
+  "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_07a71c79e7536ffc/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 dependency_strength_similarity with semantic role focused_target_view. Focus on group_col=SSLfinal_State, condition_col=SSLfinal_State.",
+  "planned_template_id": "tpl_m4_group_condition_rate",
+  "bindings": {
+    "group_col": "SSLfinal_State",
+    "condition_col": "SSLfinal_State",
+    "condition_value": "-1",
+    "positive_value": "1",
+    "negative_value": "-1",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 0.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "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_07a71c79e7536ffc/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f8-508d-7150-8e0d-dffc5d370d3e"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_condition_rate\\nSELECT \\\"SSLfinal_State\\\",\\n       AVG(CASE WHEN \\\"SSLfinal_State\\\" = '-1' THEN 1 ELSE 0 END) AS condition_rate\\nFROM \\\"c8\\\"\\nGROUP BY \\\"SSLfinal_State\\\"\\nORDER BY condition_rate DESC;\",\"notes\":\"Uses the required Grouped Condition Rate template with both group_col and condition_col bound to \\\"SSLfinal_State\\\" and condition_value fixed to '-1'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16568,"cached_input_tokens":12288,"output_tokens":258,"reasoning_output_tokens":150}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_07a71c79e7536ffc/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_condition_rate\nSELECT \"SSLfinal_State\",\n       AVG(CASE WHEN \"SSLfinal_State\" = '-1' THEN 1 ELSE 0 END) AS condition_rate\nFROM \"c8\"\nGROUP BY \"SSLfinal_State\"\nORDER BY condition_rate DESC;","notes":"Uses the required Grouped Condition Rate template with both group_col and condition_col bound to \"SSLfinal_State\" and condition_value fixed to '-1'."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_08fa2b6aa41d46ef/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 15504, "bytes_utf8": 15504, "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": 437, "bytes_utf8": 437, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16507, "cached_input_tokens": 4480, "output_tokens": 285, "reasoning_output_tokens": 174}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_08fa2b6aa41d46ef/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_08fa2b6aa41d46ef",
+    "api_calls": 0,
+    "input_tokens": 16507,
+    "cached_input_tokens": 4480,
+    "output_tokens": 285,
+    "total_tokens": 16792,
+    "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": 8825.2,
+    "sql_execution_elapsed_ms_total": 3.92,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_08fa2b6aa41d46ef/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_08fa2b6aa41d46ef/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": "2026-05-19T15:28:28.332432+00:00",
+  "ended_at": "2026-05-19T15:28:37.157662+00:00",
+  "elapsed_ms": 8825.2,
+  "prompt_metrics": {
+    "chars": 15504,
+    "bytes_utf8": 15504,
+    "lines": 468,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 794,
+    "bytes_utf8": 794,
+    "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": 437,
+      "bytes_utf8": 437,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16507,
+      "cached_input_tokens": 4480,
+      "output_tokens": 285,
+      "reasoning_output_tokens": 174
+    }
+  },
+  "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_08fa2b6aa41d46ef/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_h2o_group_sum",
+    "template_name": "Grouped Numeric Sum",
+    "primary_family": "subgroup_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c8",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=having_IP_Address, measure_col=having_IP_Address.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "having_IP_Address",
+    "measure_col": "having_IP_Address",
+    "top_k": 15,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 1.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, SUM({measure_col}) AS total_measure\nFROM {table}\nGROUP BY {group_col}\nORDER BY total_measure DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_08fa2b6aa41d46ef/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40da-4bbf-7943-b695-cedba858ba40"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"having_IP_Address\\\", SUM(CAST(\\\"having_IP_Address\\\" AS REAL)) AS \\\"total_measure\\\"\\nFROM \\\"c8\\\"\\nGROUP BY \\\"having_IP_Address\\\"\\nORDER BY \\\"total_measure\\\" DESC;\",\"notes\":\"Used the required grouped-sum template with \\\"having_IP_Address\\\" as both group and measure. Added CAST to REAL because the schema stores values as TEXT, and SQLite will then sum the numeric-coded values safely.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16507,"cached_input_tokens":4480,"output_tokens":285,"reasoning_output_tokens":174}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_08fa2b6aa41d46ef/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"having_IP_Address\", SUM(CAST(\"having_IP_Address\" AS REAL)) AS \"total_measure\"\nFROM \"c8\"\nGROUP BY \"having_IP_Address\"\nORDER BY \"total_measure\" DESC;","notes":"Used the required grouped-sum template with \"having_IP_Address\" as both group and measure. Added CAST to REAL because the schema stores values as TEXT, and SQLite will then sum the numeric-coded values safely."}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_091dbf0d04f8c314/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16308, "bytes_utf8": 16308, "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": 824, "bytes_utf8": 824, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16720, "cached_input_tokens": 15744, "output_tokens": 691, "reasoning_output_tokens": 467}}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_091dbf0d04f8c314/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_091dbf0d04f8c314",
+    "api_calls": 0,
+    "input_tokens": 16720,
+    "cached_input_tokens": 15744,
+    "output_tokens": 691,
+    "total_tokens": 17411,
+    "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": 13777.07,
+    "sql_execution_elapsed_ms_total": 9.99,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_091dbf0d04f8c314/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_091dbf0d04f8c314/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": "2026-05-19T15:40:08.348752+00:00",
+  "ended_at": "2026-05-19T15:40:22.125861+00:00",
+  "elapsed_ms": 13777.07,
+  "prompt_metrics": {
+    "chars": 16308,
+    "bytes_utf8": 16308,
+    "lines": 471,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1223,
+    "bytes_utf8": 1223,
+    "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": 824,
+      "bytes_utf8": 824,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16720,
+      "cached_input_tokens": 15744,
+      "output_tokens": 691,
+      "reasoning_output_tokens": 467
+    }
+  },
+  "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_091dbf0d04f8c314/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_ratio_two_conditions",
+    "template_name": "Grouped Ratio of Two Conditions",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "WITH grouped AS (\n    SELECT {group_col},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;",
+    "required_roles": [
+      "group_col",
+      "condition_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c8",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=having_Sub_Domain, condition_col=having_Sub_Domain.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "having_Sub_Domain",
+    "condition_col": "having_Sub_Domain",
+    "condition_value": "1",
+    "positive_value": "1",
+    "negative_value": "0",
+    "top_k": 12,
+    "top_n": 4,
+    "num_tiles": 10,
+    "percentile_value": 0.9,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 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},\n           SUM(CASE WHEN {condition_col} = {positive_value} THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN {condition_col} = {negative_value} THEN 1 ELSE 0 END) AS denominator_count\n    FROM {table}\n    GROUP BY {group_col}\n)\nSELECT {group_col},\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_b/c8/artifacts/v2q_c8_091dbf0d04f8c314/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e4-fa38-7762-a1a4-6779acae6f9c"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_m4_group_ratio_two_conditions\\nWITH \\\"grouped\\\" AS (\\n    SELECT\\n        \\\"having_Sub_Domain\\\",\\n        SUM(CASE WHEN \\\"having_Sub_Domain\\\" = '1' THEN 1 ELSE 0 END) AS \\\"numerator_count\\\",\\n        SUM(CASE WHEN \\\"having_Sub_Domain\\\" = '0' THEN 1 ELSE 0 END) AS \\\"denominator_count\\\"\\n    FROM \\\"c8\\\"\\n    GROUP BY \\\"having_Sub_Domain\\\"\\n)\\nSELECT\\n    \\\"having_Sub_Domain\\\",\\n    CAST(\\\"numerator_count\\\" AS FLOAT) / NULLIF(\\\"denominator_count\\\", 0) AS \\\"condition_ratio\\\"\\nFROM \\\"grouped\\\"\\nORDER BY \\\"condition_ratio\\\" DESC;\",\"notes\":\"Applied the required template with group_col and condition_col both bound to \\\"having_Sub_Domain\\\". Because the grouping column and condition column are identical, groups without any '0' values will yield NULL ratios via NULLIF to avoid division by zero.\"}"}}
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