Add files using upload-large-folder tool

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0101ea7639439717/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16567, "bytes_utf8": 16575, "lines": 288, "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": 377, "bytes_utf8": 377, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17020, "cached_input_tokens": 12288, "output_tokens": 322, "reasoning_output_tokens": 223}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0101ea7639439717/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": "c19",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c19_0101ea7639439717",
+    "api_calls": 0,
+    "input_tokens": 17020,
+    "cached_input_tokens": 12288,
+    "output_tokens": 322,
+    "total_tokens": 17342,
+    "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": 18954.12,
+    "sql_execution_elapsed_ms_total": 74.61,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0101ea7639439717/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0101ea7639439717/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": "2026-05-19T15:30:34.478949+00:00",
+  "ended_at": "2026-05-19T15:30:53.433106+00:00",
+  "elapsed_ms": 18954.12,
+  "prompt_metrics": {
+    "chars": 16567,
+    "bytes_utf8": 16575,
+    "lines": 288,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1734,
+    "bytes_utf8": 1734,
+    "lines": 7,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 377,
+      "bytes_utf8": 377,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17020,
+      "cached_input_tokens": 12288,
+      "output_tokens": 322,
+      "reasoning_output_tokens": 223
+    }
+  },
+  "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_d/c19/artifacts/v2q_c19_0101ea7639439717/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,288 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+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": "c19",
+  "question": "Use template Grouped Numeric Sum to probe internal_profile_stability with semantic role collapsed_target_view. Focus on group_col=category_id, measure_col=views.",
+  "planned_template_id": "tpl_h2o_group_sum",
+  "bindings": {
+    "group_col": "category_id",
+    "measure_col": "views",
+    "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": 1237851.4,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, 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_d/c19/artifacts/v2q_c19_0101ea7639439717/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,7 @@
+{"type":"thread.started","thread_id":"019e40dc-3883-7401-bb4a-413d3657e6fc"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1998516, Requested 17655. Please try again in 485ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1990451, Requested 17655. Please try again in 243ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17655. Please try again in 529ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_h2o_group_sum\\nSELECT \\\"category_id\\\", SUM(CAST(\\\"views\\\" AS NUMERIC)) AS total_measure\\nFROM \\\"c19\\\"\\nGROUP BY \\\"category_id\\\"\\nORDER BY total_measure DESC;\",\"notes\":\"Applied the planned grouped numeric sum template with group_col=\\\"category_id\\\" and measure_col=\\\"views\\\". CAST is used because \\\"views\\\" is stored as TEXT in the schema snapshot.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17020,"cached_input_tokens":12288,"output_tokens":322,"reasoning_output_tokens":223}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0101ea7639439717/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_h2o_group_sum\nSELECT \"category_id\", SUM(CAST(\"views\" AS NUMERIC)) AS total_measure\nFROM \"c19\"\nGROUP BY \"category_id\"\nORDER BY total_measure DESC;","notes":"Applied the planned grouped numeric sum template with group_col=\"category_id\" and measure_col=\"views\". CAST is used because \"views\" is stored as TEXT in the schema snapshot."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:55.157616+00:00",
+  "ended_at": "2026-05-19T16:06:58.149782+00:00",
+  "elapsed_ms": 2992.14,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 16687,
+    "bytes_utf8": 16695,
+    "lines": 288,
+    "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_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_attempt_2.metadata.json

@@ -0,0 +1,43 @@
+{
+  "attempt": 2,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T16:06:59.152330+00:00",
+  "ended_at": "2026-05-19T16:07:02.065197+00:00",
+  "elapsed_ms": 2912.83,
+  "returncode": 1,
+  "prompt_metrics": {
+    "chars": 16687,
+    "bytes_utf8": 16695,
+    "lines": 288,
+    "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_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,288 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c19",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=video_error_or_removed, measure_col=comment_count.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "video_error_or_removed",
+    "measure_col": "comment_count",
+    "top_k": 15,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3738.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_prompt_attempt_2.txt

@@ -0,0 +1,288 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_m4_window_partition_avg",
+    "template_name": "Window Partition Average",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "partial",
+    "sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;",
+    "required_roles": [
+      "group_col",
+      "measure_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c19",
+  "question": "Use template Window Partition Average to probe direction_consistency with semantic role filtered_stable_view. Focus on group_col=video_error_or_removed, measure_col=comment_count.",
+  "planned_template_id": "tpl_m4_window_partition_avg",
+  "bindings": {
+    "group_col": "video_error_or_removed",
+    "measure_col": "comment_count",
+    "top_k": 15,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3738.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT DISTINCT {group_col},\n       AVG({measure_col}) OVER (PARTITION BY {group_col}) AS avg_measure\nFROM {table}\nORDER BY avg_measure DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-7eb4-7d62-a988-2bbddf662e48"}
+{"type":"turn.started"}
+{"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_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_response_attempt_1.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-7eb4-7d62-a988-2bbddf662e48"}
+{"type":"turn.started"}
+{"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_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_response_attempt_2.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-8e57-78f3-b2a6-881f16f301bf"}
+{"type":"turn.started"}
+{"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_d/c19/artifacts/v2q_c19_0379ec6e11a14074/cli/sql_response_attempt_2.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40fd-8e57-78f3-b2a6-881f16f301bf"}
+{"type":"turn.started"}
+{"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_d/c19/artifacts/v2q_c19_059f45358b4402af/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16745, "bytes_utf8": 16753, "lines": 288, "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": 1672, "bytes_utf8": 1672, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17058, "cached_input_tokens": 15744, "output_tokens": 4297, "reasoning_output_tokens": 3761}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_059f45358b4402af/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": "c19",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c19_059f45358b4402af",
+    "api_calls": 0,
+    "input_tokens": 17058,
+    "cached_input_tokens": 15744,
+    "output_tokens": 4297,
+    "total_tokens": 21355,
+    "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": 55279.74,
+    "sql_execution_elapsed_ms_total": 176.09,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_059f45358b4402af/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_059f45358b4402af/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:49:38.571447+00:00",
+  "ended_at": "2026-05-19T15:50:33.851220+00:00",
+  "elapsed_ms": 55279.74,
+  "prompt_metrics": {
+    "chars": 16745,
+    "bytes_utf8": 16753,
+    "lines": 288,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2281,
+    "bytes_utf8": 2281,
+    "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": 1672,
+      "bytes_utf8": 1672,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17058,
+      "cached_input_tokens": 15744,
+      "output_tokens": 4297,
+      "reasoning_output_tokens": 3761
+    }
+  },
+  "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_d/c19/artifacts/v2q_c19_059f45358b4402af/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,288 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+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": "c19",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role ranked_signal_view. Focus on group_col=category_id, measure_col=views.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "category_id",
+    "measure_col": "views",
+    "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": 1237851.4,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col},\n       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_d/c19/artifacts/v2q_c19_059f45358b4402af/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40ed-ada0-73c0-9698-80009b268a86"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"category_id\\\",\\n    CAST(\\\"views\\\" AS REAL) AS \\\"measure_value\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"category_id\\\"\\n      ORDER BY CAST(\\\"views\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (\\n      PARTITION BY \\\"category_id\\\"\\n    ) AS \\\"cnt\\\"\\n  FROM \\\"c19\\\"\\n  WHERE \\\"category_id\\\" IS NOT NULL\\n    AND TRIM(\\\"category_id\\\") <> ''\\n    AND \\\"views\\\" IS NOT NULL\\n    AND TRIM(\\\"views\\\") <> ''\\n),\\n\\\"positions\\\" AS (\\n  SELECT DISTINCT\\n    \\\"category_id\\\",\\n    9 * (\\\"cnt\\\" - 1) AS \\\"idx_num\\\"\\n  FROM \\\"ordered\\\"\\n),\\n\\\"bounds\\\" AS (\\n  SELECT\\n    \\\"category_id\\\",\\n    1 + CAST(\\\"idx_num\\\" / 10 AS INTEGER) AS \\\"lo_rn\\\",\\n    1 + CAST(\\\"idx_num\\\" / 10 AS INTEGER) + CASE\\n      WHEN (\\\"idx_num\\\" % 10) = 0 THEN 0\\n      ELSE 1\\n    END AS \\\"hi_rn\\\",\\n    (\\\"idx_num\\\" % 10) / 10.0 AS \\\"weight\\\"\\n  FROM \\\"positions\\\"\\n),\\n\\\"picked\\\" AS (\\n  SELECT\\n    b.\\\"category_id\\\",\\n    b.\\\"weight\\\",\\n    lo.\\\"measure_value\\\" AS \\\"lo_val\\\",\\n    hi.\\\"measure_value\\\" AS \\\"hi_val\\\"\\n  FROM \\\"bounds\\\" AS b\\n  JOIN \\\"ordered\\\" AS lo\\n    ON lo.\\\"category_id\\\" = b.\\\"category_id\\\"\\n   AND lo.\\\"rn\\\" = b.\\\"lo_rn\\\"\\n  JOIN \\\"ordered\\\" AS hi\\n    ON hi.\\\"category_id\\\" = b.\\\"category_id\\\"\\n   AND hi.\\\"rn\\\" = b.\\\"hi_rn\\\"\\n)\\nSELECT\\n  \\\"category_id\\\",\\n  \\\"lo_val\\\" + \\\"weight\\\" * (\\\"hi_val\\\" - \\\"lo_val\\\") AS \\\"percentile_measure\\\"\\nFROM \\\"picked\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"Uses \\\"category_id\\\" as the group column and casts text \\\"views\\\" to REAL, emulating SQLite-compatible PERCENTILE_CONT(0.9) via window ordering and linear interpolation.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17058,"cached_input_tokens":15744,"output_tokens":4297,"reasoning_output_tokens":3761}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_059f45358b4402af/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"category_id\",\n    CAST(\"views\" AS REAL) AS \"measure_value\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"category_id\"\n      ORDER BY CAST(\"views\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (\n      PARTITION BY \"category_id\"\n    ) AS \"cnt\"\n  FROM \"c19\"\n  WHERE \"category_id\" IS NOT NULL\n    AND TRIM(\"category_id\") <> ''\n    AND \"views\" IS NOT NULL\n    AND TRIM(\"views\") <> ''\n),\n\"positions\" AS (\n  SELECT DISTINCT\n    \"category_id\",\n    9 * (\"cnt\" - 1) AS \"idx_num\"\n  FROM \"ordered\"\n),\n\"bounds\" AS (\n  SELECT\n    \"category_id\",\n    1 + CAST(\"idx_num\" / 10 AS INTEGER) AS \"lo_rn\",\n    1 + CAST(\"idx_num\" / 10 AS INTEGER) + CASE\n      WHEN (\"idx_num\" % 10) = 0 THEN 0\n      ELSE 1\n    END AS \"hi_rn\",\n    (\"idx_num\" % 10) / 10.0 AS \"weight\"\n  FROM \"positions\"\n),\n\"picked\" AS (\n  SELECT\n    b.\"category_id\",\n    b.\"weight\",\n    lo.\"measure_value\" AS \"lo_val\",\n    hi.\"measure_value\" AS \"hi_val\"\n  FROM \"bounds\" AS b\n  JOIN \"ordered\" AS lo\n    ON lo.\"category_id\" = b.\"category_id\"\n   AND lo.\"rn\" = b.\"lo_rn\"\n  JOIN \"ordered\" AS hi\n    ON hi.\"category_id\" = b.\"category_id\"\n   AND hi.\"rn\" = b.\"hi_rn\"\n)\nSELECT\n  \"category_id\",\n  \"lo_val\" + \"weight\" * (\"hi_val\" - \"lo_val\") AS \"percentile_measure\"\nFROM \"picked\"\nORDER BY \"percentile_measure\" DESC;","notes":"Uses \"category_id\" as the group column and casts text \"views\" to REAL, emulating SQLite-compatible PERCENTILE_CONT(0.9) via window ordering and linear interpolation."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_05a5f607b8bb0aa4/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16948, "bytes_utf8": 16956, "lines": 292, "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": 507, "bytes_utf8": 507, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17132, "cached_input_tokens": 12032, "output_tokens": 314, "reasoning_output_tokens": 168}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_05a5f607b8bb0aa4/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": "c19",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c19_05a5f607b8bb0aa4",
+    "api_calls": 0,
+    "input_tokens": 17132,
+    "cached_input_tokens": 12032,
+    "output_tokens": 314,
+    "total_tokens": 17446,
+    "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": 21713.06,
+    "sql_execution_elapsed_ms_total": 30.99,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_05a5f607b8bb0aa4/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_05a5f607b8bb0aa4/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": "2026-05-19T15:42:21.560099+00:00",
+  "ended_at": "2026-05-19T15:42:43.273192+00:00",
+  "elapsed_ms": 21713.06,
+  "prompt_metrics": {
+    "chars": 16948,
+    "bytes_utf8": 16956,
+    "lines": 292,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2208,
+    "bytes_utf8": 2208,
+    "lines": 8,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 507,
+      "bytes_utf8": 507,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17132,
+      "cached_input_tokens": 12032,
+      "output_tokens": 314,
+      "reasoning_output_tokens": 168
+    }
+  },
+  "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_d/c19/artifacts/v2q_c19_05a5f607b8bb0aa4/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,292 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_c2_filtered_group_count_2d",
+    "template_name": "Filtered Two-Dimensional Group Count",
+    "primary_family": "conditional_dependency_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col",
+      "group_col_2",
+      "predicate_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c19",
+  "question": "Use template Filtered Two-Dimensional Group Count to probe slice_level_consistency with semantic role count_distribution. Focus on group_col=comments_disabled, group_col_2=video_error_or_removed.",
+  "planned_template_id": "tpl_c2_filtered_group_count_2d",
+  "bindings": {
+    "group_col": "comments_disabled",
+    "group_col_2": "video_error_or_removed",
+    "predicate_col": "publish_time",
+    "predicate_op": "=",
+    "predicate_value": "2018-05-11T04:00:34.000Z",
+    "top_k": 12,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 1823157.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, {group_col_2}, COUNT(*) AS row_count\nFROM {table}\nWHERE {predicate_col} {predicate_op} {predicate_value}\nGROUP BY {group_col}, {group_col_2}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_05a5f607b8bb0aa4/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,8 @@
+{"type":"thread.started","thread_id":"019e40e7-0285-7fc1-b4d2-b11c4a958a84"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1982803, Requested 17767. Please try again in 17ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1984142, Requested 17767. Please try again in 57ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 4/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 2000000, Requested 17767. Please try again in 533ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 5/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1991713, Requested 17767. Please try again in 284ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_c2_filtered_group_count_2d\\nSELECT \\\"comments_disabled\\\", \\\"video_error_or_removed\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c19\\\"\\nWHERE \\\"publish_time\\\" = '2018-05-11T04:00:34.000Z'\\nGROUP BY \\\"comments_disabled\\\", \\\"video_error_or_removed\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Used the provided filtered two-dimensional group count template with group_col=\\\"comments_disabled\\\", group_col_2=\\\"video_error_or_removed\\\", and predicate publish_time = '2018-05-11T04:00:34.000Z'.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17132,"cached_input_tokens":12032,"output_tokens":314,"reasoning_output_tokens":168}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_05a5f607b8bb0aa4/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_c2_filtered_group_count_2d\nSELECT \"comments_disabled\", \"video_error_or_removed\", COUNT(*) AS \"row_count\"\nFROM \"c19\"\nWHERE \"publish_time\" = '2018-05-11T04:00:34.000Z'\nGROUP BY \"comments_disabled\", \"video_error_or_removed\"\nORDER BY \"row_count\" DESC;","notes":"Used the provided filtered two-dimensional group count template with group_col=\"comments_disabled\", group_col_2=\"video_error_or_removed\", and predicate publish_time = '2018-05-11T04:00:34.000Z'."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0640f5b0f3cbd6ff/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 17387, "bytes_utf8": 17395, "lines": 291, "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": 865, "bytes_utf8": 865, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17231, "cached_input_tokens": 15744, "output_tokens": 729, "reasoning_output_tokens": 513}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0640f5b0f3cbd6ff/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": "c19",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c19_0640f5b0f3cbd6ff",
+    "api_calls": 0,
+    "input_tokens": 17231,
+    "cached_input_tokens": 15744,
+    "output_tokens": 729,
+    "total_tokens": 17960,
+    "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": 16728.01,
+    "sql_execution_elapsed_ms_total": 58.96,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0640f5b0f3cbd6ff/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0640f5b0f3cbd6ff/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": "2026-05-19T15:39:19.427010+00:00",
+  "ended_at": "2026-05-19T15:39:36.155052+00:00",
+  "elapsed_ms": 16728.01,
+  "prompt_metrics": {
+    "chars": 17387,
+    "bytes_utf8": 17395,
+    "lines": 291,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1234,
+    "bytes_utf8": 1234,
+    "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": 865,
+      "bytes_utf8": 865,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17231,
+      "cached_input_tokens": 15744,
+      "output_tokens": 729,
+      "reasoning_output_tokens": 513
+    }
+  },
+  "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_d/c19/artifacts/v2q_c19_0640f5b0f3cbd6ff/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,291 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+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": "c19",
+  "question": "Use template Grouped Ratio of Two Conditions to probe direction_consistency with semantic role contrastive_conditional_view. Focus on group_col=category_id, condition_col=category_id.",
+  "planned_template_id": "tpl_m4_group_ratio_two_conditions",
+  "bindings": {
+    "group_col": "category_id",
+    "condition_col": "category_id",
+    "condition_value": "24",
+    "positive_value": "24",
+    "negative_value": "10",
+    "top_k": 11,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 1823157.0,
+    "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_d/c19/artifacts/v2q_c19_0640f5b0f3cbd6ff/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40e4-3b14-7223-bdf5-72cd4067c9bd"}
+{"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 \\\"category_id\\\",\\n           SUM(CASE WHEN \\\"category_id\\\" = '24' THEN 1 ELSE 0 END) AS numerator_count,\\n           SUM(CASE WHEN \\\"category_id\\\" = '10' THEN 1 ELSE 0 END) AS denominator_count\\n    FROM \\\"c19\\\"\\n    GROUP BY \\\"category_id\\\"\\n)\\nSELECT \\\"category_id\\\",\\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\\nFROM grouped\\nORDER BY condition_ratio DESC;\",\"notes\":\"Applied the provided template exactly with group_col=\\\"category_id\\\" and condition_col=\\\"category_id\\\", using positive_value='24' and negative_value='10'. Because the grouping column and condition column are the same, most groups will produce NULL ratios, with category_id='10' yielding 0 and category_id='24' yielding NULL due to division by zero protection.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17231,"cached_input_tokens":15744,"output_tokens":729,"reasoning_output_tokens":513}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0640f5b0f3cbd6ff/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_m4_group_ratio_two_conditions\nWITH grouped AS (\n    SELECT \"category_id\",\n           SUM(CASE WHEN \"category_id\" = '24' THEN 1 ELSE 0 END) AS numerator_count,\n           SUM(CASE WHEN \"category_id\" = '10' THEN 1 ELSE 0 END) AS denominator_count\n    FROM \"c19\"\n    GROUP BY \"category_id\"\n)\nSELECT \"category_id\",\n       CAST(numerator_count AS FLOAT) / NULLIF(denominator_count, 0) AS condition_ratio\nFROM grouped\nORDER BY condition_ratio DESC;","notes":"Applied the provided template exactly with group_col=\"category_id\" and condition_col=\"category_id\", using positive_value='24' and negative_value='10'. Because the grouping column and condition column are the same, most groups will produce NULL ratios, with category_id='10' yielding 0 and category_id='24' yielding NULL due to division by zero protection."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0d88ead3ccf0dd34/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16782, "bytes_utf8": 16790, "lines": 288, "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": 1838, "bytes_utf8": 1838, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 17063, "cached_input_tokens": 15744, "output_tokens": 2456, "reasoning_output_tokens": 1858}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0d88ead3ccf0dd34/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": "c19",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c19_0d88ead3ccf0dd34",
+    "api_calls": 0,
+    "input_tokens": 17063,
+    "cached_input_tokens": 15744,
+    "output_tokens": 2456,
+    "total_tokens": 19519,
+    "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": 39145.49,
+    "sql_execution_elapsed_ms_total": 176.92,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0d88ead3ccf0dd34/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0d88ead3ccf0dd34/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": "2026-05-19T15:57:10.417122+00:00",
+  "ended_at": "2026-05-19T15:57:49.562644+00:00",
+  "elapsed_ms": 39145.49,
+  "prompt_metrics": {
+    "chars": 16782,
+    "bytes_utf8": 16790,
+    "lines": 288,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 2462,
+    "bytes_utf8": 2462,
+    "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": 1838,
+      "bytes_utf8": 1838,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 17063,
+      "cached_input_tokens": 15744,
+      "output_tokens": 2456,
+      "reasoning_output_tokens": 1858
+    }
+  },
+  "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_d/c19/artifacts/v2q_c19_0d88ead3ccf0dd34/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,288 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+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": "c19",
+  "question": "Use template Grouped Percentile Point to probe tail_concentration_consistency with semantic role focused_target_view. Focus on group_col=video_error_or_removed, measure_col=comment_count.",
+  "planned_template_id": "tpl_grouped_percentile_point",
+  "bindings": {
+    "group_col": "video_error_or_removed",
+    "measure_col": "comment_count",
+    "top_k": 16,
+    "top_n": 7,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.05,
+    "baseline_multiplier": 1.75,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 4,
+    "measure_threshold": 3738.0,
+    "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_d/c19/artifacts/v2q_c19_0d88ead3ccf0dd34/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,4 @@
+{"type":"thread.started","thread_id":"019e40f4-92a3-7b01-82a5-81a02d0efd66"}
+{"type":"turn.started"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_grouped_percentile_point\\nWITH \\\"ordered\\\" AS (\\n  SELECT\\n    \\\"video_error_or_removed\\\" AS \\\"group_col\\\",\\n    CAST(\\\"comment_count\\\" AS REAL) AS \\\"measure\\\",\\n    ROW_NUMBER() OVER (\\n      PARTITION BY \\\"video_error_or_removed\\\"\\n      ORDER BY CAST(\\\"comment_count\\\" AS REAL)\\n    ) AS \\\"rn\\\",\\n    COUNT(*) OVER (PARTITION BY \\\"video_error_or_removed\\\") AS \\\"cnt\\\"\\n  FROM \\\"c19\\\"\\n  WHERE \\\"video_error_or_removed\\\" IS NOT NULL\\n    AND \\\"comment_count\\\" IS NOT NULL\\n    AND TRIM(\\\"comment_count\\\") <> ''\\n),\\n\\\"positions\\\" AS (\\n  SELECT\\n    \\\"group_col\\\",\\n    \\\"measure\\\",\\n    \\\"rn\\\",\\n    \\\"cnt\\\",\\n    (1.0 + 0.95 * (\\\"cnt\\\" - 1)) AS \\\"pos\\\",\\n    CAST(1.0 + 0.95 * (\\\"cnt\\\" - 1) AS INTEGER) AS \\\"lo\\\",\\n    CASE\\n      WHEN (1.0 + 0.95 * (\\\"cnt\\\" - 1)) = CAST(1.0 + 0.95 * (\\\"cnt\\\" - 1) AS INTEGER)\\n      THEN CAST(1.0 + 0.95 * (\\\"cnt\\\" - 1) AS INTEGER)\\n      ELSE CAST(1.0 + 0.95 * (\\\"cnt\\\" - 1) AS INTEGER) + 1\\n    END AS \\\"hi\\\"\\n  FROM \\\"ordered\\\"\\n),\\n\\\"percentiles\\\" AS (\\n  SELECT\\n    \\\"group_col\\\",\\n    MAX(\\\"pos\\\") AS \\\"pos\\\",\\n    MAX(\\\"lo\\\") AS \\\"lo\\\",\\n    MAX(\\\"hi\\\") AS \\\"hi\\\",\\n    MAX(CASE WHEN \\\"rn\\\" = \\\"lo\\\" THEN \\\"measure\\\" END) AS \\\"lo_val\\\",\\n    MAX(CASE WHEN \\\"rn\\\" = \\\"hi\\\" THEN \\\"measure\\\" END) AS \\\"hi_val\\\"\\n  FROM \\\"positions\\\"\\n  GROUP BY \\\"group_col\\\"\\n)\\nSELECT\\n  \\\"group_col\\\" AS \\\"video_error_or_removed\\\",\\n  CASE\\n    WHEN \\\"lo\\\" = \\\"hi\\\" THEN \\\"lo_val\\\"\\n    ELSE \\\"lo_val\\\" + (\\\"pos\\\" - \\\"lo\\\") * (\\\"hi_val\\\" - \\\"lo_val\\\")\\n  END AS \\\"percentile_measure\\\"\\nFROM \\\"percentiles\\\"\\nORDER BY \\\"percentile_measure\\\" DESC;\",\"notes\":\"SQLite does not support PERCENTILE_CONT, so this computes the continuous 95th percentile for each \\\"video_error_or_removed\\\" group via window functions and linear interpolation, casting \\\"comment_count\\\" from TEXT to REAL.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":17063,"cached_input_tokens":15744,"output_tokens":2456,"reasoning_output_tokens":1858}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0d88ead3ccf0dd34/cli/sql_response_attempt_1.txt

@@ -0,0 +1 @@
+{"sql":"-- template_id: tpl_grouped_percentile_point\nWITH \"ordered\" AS (\n  SELECT\n    \"video_error_or_removed\" AS \"group_col\",\n    CAST(\"comment_count\" AS REAL) AS \"measure\",\n    ROW_NUMBER() OVER (\n      PARTITION BY \"video_error_or_removed\"\n      ORDER BY CAST(\"comment_count\" AS REAL)\n    ) AS \"rn\",\n    COUNT(*) OVER (PARTITION BY \"video_error_or_removed\") AS \"cnt\"\n  FROM \"c19\"\n  WHERE \"video_error_or_removed\" IS NOT NULL\n    AND \"comment_count\" IS NOT NULL\n    AND TRIM(\"comment_count\") <> ''\n),\n\"positions\" AS (\n  SELECT\n    \"group_col\",\n    \"measure\",\n    \"rn\",\n    \"cnt\",\n    (1.0 + 0.95 * (\"cnt\" - 1)) AS \"pos\",\n    CAST(1.0 + 0.95 * (\"cnt\" - 1) AS INTEGER) AS \"lo\",\n    CASE\n      WHEN (1.0 + 0.95 * (\"cnt\" - 1)) = CAST(1.0 + 0.95 * (\"cnt\" - 1) AS INTEGER)\n      THEN CAST(1.0 + 0.95 * (\"cnt\" - 1) AS INTEGER)\n      ELSE CAST(1.0 + 0.95 * (\"cnt\" - 1) AS INTEGER) + 1\n    END AS \"hi\"\n  FROM \"ordered\"\n),\n\"percentiles\" AS (\n  SELECT\n    \"group_col\",\n    MAX(\"pos\") AS \"pos\",\n    MAX(\"lo\") AS \"lo\",\n    MAX(\"hi\") AS \"hi\",\n    MAX(CASE WHEN \"rn\" = \"lo\" THEN \"measure\" END) AS \"lo_val\",\n    MAX(CASE WHEN \"rn\" = \"hi\" THEN \"measure\" END) AS \"hi_val\"\n  FROM \"positions\"\n  GROUP BY \"group_col\"\n)\nSELECT\n  \"group_col\" AS \"video_error_or_removed\",\n  CASE\n    WHEN \"lo\" = \"hi\" THEN \"lo_val\"\n    ELSE \"lo_val\" + (\"pos\" - \"lo\") * (\"hi_val\" - \"lo_val\")\n  END AS \"percentile_measure\"\nFROM \"percentiles\"\nORDER BY \"percentile_measure\" DESC;","notes":"SQLite does not support PERCENTILE_CONT, so this computes the continuous 95th percentile for each \"video_error_or_removed\" group via window functions and linear interpolation, casting \"comment_count\" from TEXT to REAL."}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0e5cf647775e3a7c/cli/conversation.jsonl

@@ -0,0 +1,2 @@
+{"attempt": 1, "phase": "sql_generation", "role": "user", "content_path": "cli/sql_prompt_attempt_1.txt", "metrics": {"chars": 16482, "bytes_utf8": 16490, "lines": 286, "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": 299, "bytes_utf8": 299, "lines": 1, "estimated_tokens": null}, "usage": {"input_tokens": 16995, "cached_input_tokens": 12032, "output_tokens": 189, "reasoning_output_tokens": 113}}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0e5cf647775e3a7c/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": "c19",
+    "model": "v2-cli:codex",
+    "run_id": "v2q_c19_0e5cf647775e3a7c",
+    "api_calls": 0,
+    "input_tokens": 16995,
+    "cached_input_tokens": 12032,
+    "output_tokens": 189,
+    "total_tokens": 17184,
+    "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": 15231.48,
+    "sql_execution_elapsed_ms_total": 42.52,
+    "conversation_log_path": "/data/jialinzhang/TabQueryBench/sql_workloads/v2_current/runs_and_launches/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0e5cf647775e3a7c/cli/conversation.jsonl",
+    "note": "Executed through a local AI CLI with structured usage metadata."
+  }
+}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0e5cf647775e3a7c/cli/sql_attempt_1.metadata.json

@@ -0,0 +1,45 @@
+{
+  "attempt": 1,
+  "phase": "sql_generation",
+  "command": "codex exec --skip-git-repo-check --disable plugins --sandbox read-only --cd \"/data/jialinzhang/SQLagent\" -m gpt-5.4 --json -",
+  "started_at": "2026-05-19T15:33:07.370641+00:00",
+  "ended_at": "2026-05-19T15:33:22.602152+00:00",
+  "elapsed_ms": 15231.48,
+  "prompt_metrics": {
+    "chars": 16482,
+    "bytes_utf8": 16490,
+    "lines": 286,
+    "estimated_tokens": null
+  },
+  "stdout_metrics": {
+    "chars": 1315,
+    "bytes_utf8": 1315,
+    "lines": 6,
+    "estimated_tokens": null
+  },
+  "stderr_metrics": {
+    "chars": 0,
+    "bytes_utf8": 0,
+    "lines": 0,
+    "estimated_tokens": null
+  },
+  "parsed_output": {
+    "format": "jsonl_events",
+    "text_metrics": {
+      "chars": 299,
+      "bytes_utf8": 299,
+      "lines": 1,
+      "estimated_tokens": null
+    },
+    "usage": {
+      "input_tokens": 16995,
+      "cached_input_tokens": 12032,
+      "output_tokens": 189,
+      "reasoning_output_tokens": 113
+    }
+  },
+  "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_d/c19/artifacts/v2q_c19_0e5cf647775e3a7c/cli/sql_prompt_attempt_1.txt

@@ -0,0 +1,286 @@
+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: c19
+- dataset_name: Youtube New
+- table_name: c19
+- table_layout: single-table dataset (do not assume joins).
+- row_semantics: One row is one tabular observation with 15 feature columns and target `category_id`.
+- task_type: classification
+- target_column: category_id
+- main_row_count: 40949
+- important_fields:
+- video_id: role=feature, type=identifier_string. tags=['identifier', 'probe_exclude', 'high_cardinality_candidate'] desc=Identifier-like field for video id.
+- trending_date: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for trending date.
+- title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for title.
+- channel_title: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for channel title.
+- category_id: role=target, type=categorical_ordinal_target. ordered=['1', '17', '22', '25', '26'] tags=['subgroup_candidate', 'condition_candidate', 'target_candidate'] desc=Target field for category id.
+- publish_time: role=feature, type=categorical_nominal. tags=['condition_candidate', 'high_cardinality_candidate'] desc=Categorical field for publish time.
+- tags: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for tags.
+- views: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for views.
+- likes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for likes.
+- dislikes: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for dislikes.
+- comment_count: role=feature, type=numeric. tags=['condition_candidate', 'measure', 'high_cardinality_candidate'] desc=Numeric field for comment count.
+- thumbnail_link: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude'] desc=Text field for thumbnail link.
+- comments_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for comments disabled.
+- ratings_disabled: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for ratings disabled.
+- video_error_or_removed: role=feature, type=categorical_binary. tags=['subgroup_candidate', 'condition_candidate'] desc=Categorical field for video error or removed.
+- description: role=feature, type=free_text. tags=['high_cardinality_candidate', 'text_exclude', 'missingness_candidate'] desc=Text field for description.
+- useful_field_combinations: [['category_id', 'comments_disabled', 'category_id'], ['category_id', 'views', 'category_id'], ['category_id', 'trending_date', 'category_id']]
+- fields_requiring_caution: ['category_id', 'trending_date', 'title', 'channel_title', 'description']
+- source_url: https://www.kaggle.com/datasets/datasnaek/youtube-new
+
+SQLite schema snapshot:
+{
+  "table_name": "c19",
+  "quoted_table_name": "\"c19\"",
+  "row_count": 40949,
+  "columns": [
+    {
+      "name": "video_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "trending_date",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "channel_title",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "category_id",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "publish_time",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "tags",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "views",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "likes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "dislikes",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comment_count",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "thumbnail_link",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "comments_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "ratings_disabled",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "video_error_or_removed",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    },
+    {
+      "name": "description",
+      "type": "TEXT",
+      "notnull": false,
+      "pk": false
+    }
+  ],
+  "sample_rows": [
+    {
+      "video_id": "2kyS6SvSYSE",
+      "trending_date": "17.14.11",
+      "title": "WE WANT TO TALK ABOUT OUR MARRIAGE",
+      "channel_title": "CaseyNeistat",
+      "category_id": "22",
+      "publish_time": "2017-11-13T17:13:01.000Z",
+      "tags": "SHANtell martin",
+      "views": "748374",
+      "likes": "57527",
+      "dislikes": "2966",
+      "comment_count": "15954",
+      "thumbnail_link": "https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "SHANTELL'S CHANNEL - https://www.youtube.com/shantellmartin\\nCANDICE - https://www.lovebilly.com\\n\\nfilmed this video in 4k on this -- http://amzn.to/2sTDnRZ\\nwith this lens -- http://amzn.to/2rUJOmD\\nbig drone - http://tinyurl.com/h4ft3oy\\nOTHER GEAR ---  http://amzn.to/2o3GLX5\\nSony CAMERA http://amzn.to/2nOBmnv\\nOLD CAMERA; http://amzn.to/2o2cQBT\\nMAIN LENS; http://amzn.to/2od5gBJ\\nBIG SONY CAMERA; http://amzn.to/2nrdJRO\\nBIG Canon CAMERA; http://tinyurl.com/jn4q4vz\\nBENDY TRIPOD THING; http://tinyurl.com/gw3ylz2\\nYOU NEED THIS FOR THE BENDY TRIPOD; http://tinyurl.com/j8mzzua\\nWIDE LENS; http://tinyurl.com/jkfcm8t\\nMORE EXPENSIVE WIDE LENS; http://tinyurl.com/zrdgtou\\nSMALL CAMERA; http://tinyurl.com/hrrzhor\\nMICROPHONE; http://tinyurl.com/zefm4jy\\nOTHER MICROPHONE; http://tinyurl.com/jxgpj86\\nOLD DRONE (cheaper but still great);http://tinyurl.com/zcfmnmd\\n\\nfollow me; on http://instagram.com/caseyneistat\\non https://www.facebook.com/cneistat\\non https://twitter.com/CaseyNeistat\\n\\namazing intro song by https://soundcloud.com/discoteeth\\n\\nad disclosure.  THIS IS NOT AN AD.  not selling or promoting anything.  but samsung did produce the Shantell Video as a 'GALAXY PROJECT' which is an initiative that enables creators like Shantell and me to make projects we might otherwise not have the opportunity to make.  hope that's clear.  if not ask in the comments and i'll answer any specifics."
+    },
+    {
+      "video_id": "1ZAPwfrtAFY",
+      "trending_date": "17.14.11",
+      "title": "The Trump Presidency: Last Week Tonight with John Oliver (HBO)",
+      "channel_title": "LastWeekTonight",
+      "category_id": "24",
+      "publish_time": "2017-11-13T07:30:00.000Z",
+      "tags": "last week tonight trump presidency|\"last week tonight donald trump\"|\"john oliver trump\"|\"donald trump\"",
+      "views": "2418783",
+      "likes": "97185",
+      "dislikes": "6146",
+      "comment_count": "12703",
+      "thumbnail_link": "https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "One year after the presidential election, John Oliver discusses what we've learned so far and enlists our catheter cowboy to teach Donald Trump what he hasn't.\\n\\nConnect with Last Week Tonight online...\\n\\nSubscribe to the Last Week Tonight YouTube channel for more almost news as it almost happens: www.youtube.com/user/LastWeekTonight\\n\\nFind Last Week Tonight on Facebook like your mom would: http://Facebook.com/LastWeekTonight\\n\\nFollow us on Twitter for news about jokes and jokes about news: http://Twitter.com/LastWeekTonight\\n\\nVisit our official site for all that other stuff at once: http://www.hbo.com/lastweektonight"
+    },
+    {
+      "video_id": "5qpjK5DgCt4",
+      "trending_date": "17.14.11",
+      "title": "Racist Superman | Rudy Mancuso, King Bach & Lele Pons",
+      "channel_title": "Rudy Mancuso",
+      "category_id": "23",
+      "publish_time": "2017-11-12T19:05:24.000Z",
+      "tags": "racist superman|\"rudy\"|\"mancuso\"|\"king\"|\"bach\"|\"racist\"|\"superman\"|\"love\"|\"rudy mancuso poo bear black white official music video\"|\"iphone x by pineapple\"|\"lelepons\"|\"hannahstocking\"|\"rudymancuso\"|\"inanna\"|\"anwar\"|\"sarkis\"|\"shots\"|\"shotsstudios\"|\"alesso\"|\"anitta\"|\"brazil\"|\"Getting My Driver's License | Lele Pons\"",
+      "views": "3191434",
+      "likes": "146033",
+      "dislikes": "5339",
+      "comment_count": "8181",
+      "thumbnail_link": "https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► https://www.youtube.com/channel/UC5jkXpfnBhlDjqh0ir5FsIQ?sub_confirmation=1\\n\\nTHANKS FOR WATCHING! LIKE & SUBSCRIBE FOR MORE VIDEOS!\\n-----------------------------------------------------------\\nFIND ME ON: \\nInstagram | http://instagram.com/rudymancuso\\nTwitter | http://twitter.com/rudymancuso\\nFacebook | http://facebook.com/rudymancuso\\n\\nCAST: \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nLele Pons | http://youtube.com/c/lelepons\\nKing Bach | https://youtube.com/user/BachelorsPadTv\\n\\nVideo Effects: \\nCaleb Natale | https://instagram.com/calebnatale\\n\\nPA:\\nPaulina Gregory\\n\\n\\nShots Studios Channels:\\nAlesso | https://youtube.com/c/alesso\\nAnitta | http://youtube.com/c/anitta\\nAnwar Jibawi | http://youtube.com/c/anwar\\nAwkward Puppets | http://youtube.com/c/awkwardpuppets\\nHannah Stocking | http://youtube.com/c/hannahstocking\\nInanna Sarkis | http://youtube.com/c/inanna\\nLele Pons | http://youtube.com/c/lelepons\\nMaejor | http://youtube.com/c/maejor\\nMike Tyson | http://youtube.com/c/miketyson \\nRudy Mancuso | http://youtube.com/c/rudymancuso\\nShots Studios | http://youtube.com/c/shots\\n\\n#Rudy\\n#RudyMancuso"
+    },
+    {
+      "video_id": "puqaWrEC7tY",
+      "trending_date": "17.14.11",
+      "title": "Nickelback Lyrics: Real or Fake?",
+      "channel_title": "Good Mythical Morning",
+      "category_id": "24",
+      "publish_time": "2017-11-13T11:00:04.000Z",
+      "tags": "rhett and link|\"gmm\"|\"good mythical morning\"|\"rhett and link good mythical morning\"|\"good mythical morning rhett and link\"|\"mythical morning\"|\"Season 12\"|\"nickelback lyrics\"|\"nickelback lyrics real or fake\"|\"nickelback\"|\"nickelback songs\"|\"nickelback song\"|\"rhett link nickelback\"|\"gmm nickelback\"|\"lyrics (website category)\"|\"nickelback (musical group)\"|\"rock\"|\"music\"|\"lyrics\"|\"chad kroeger\"|\"canada\"|\"music (industry)\"|\"mythical\"|\"gmm challenge\"|\"comedy\"|\"funny\"|\"challenge\"",
+      "views": "343168",
+      "likes": "10172",
+      "dislikes": "666",
+      "comment_count": "2146",
+      "thumbnail_link": "https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "Today we find out if Link is a Nickelback amateur or a secret Nickelback devotee. GMM #1218\\nDon't miss an all new Ear Biscuits: https://goo.gl/xeZNQt\\nWatch Part 4: https://youtu.be/MhCdiiB8CQg | Watch Part 2: https://youtu.be/7qiOrNao9fg\\nWatch today's episode from the start: http://bit.ly/GMM1218\\n\\nPick up all of the official GMM merch only at https://mythical.store\\n\\nFollow Rhett & Link: \\nInstagram: https://instagram.com/rhettandlink\\nFacebook: https://facebook.com/rhettandlink\\nTwitter: https://twitter.com/rhettandlink\\nTumblr: https://rhettandlink.tumblr.com\\nSnapchat: @realrhettlink\\nWebsite: https://mythical.co/\\n\\nCheck Out Our Other Mythical Channels:\\nGood Mythical MORE: https://youtube.com/goodmythicalmore\\nRhett & Link: https://youtube.com/rhettandlink\\nThis Is Mythical: https://youtube.com/thisismythical\\nEar Biscuits: https://applepodcasts.com/earbiscuits\\n\\nWant to send us something? https://mythical.co/contact\\nHave you made a Wheel of Mythicality intro video? Submit it here: https://bit.ly/GMMWheelIntro\\n\\nIntro Animation by Digital Twigs: https://www.digitaltwigs.com\\nIntro & Outro Music by Jeff Zeigler & Sarah Schimeneck https://www.jeffzeigler.com\\nWheel of Mythicality theme: https://www.royaltyfreemusiclibrary.com/\\nAll Supplemental Music fromOpus 1 Music: https://opus1.sourceaudio.com/\\nWe use ‘The Mouse’ by Blue Microphones https://www.bluemic.com/mouse/"
+    },
+    {
+      "video_id": "d380meD0W0M",
+      "trending_date": "17.14.11",
+      "title": "I Dare You: GOING BALD!?",
+      "channel_title": "nigahiga",
+      "category_id": "24",
+      "publish_time": "2017-11-12T18:01:41.000Z",
+      "tags": "ryan|\"higa\"|\"higatv\"|\"nigahiga\"|\"i dare you\"|\"idy\"|\"rhpc\"|\"dares\"|\"no truth\"|\"comments\"|\"comedy\"|\"funny\"|\"stupid\"|\"fail\"",
+      "views": "2095731",
+      "likes": "132235",
+      "dislikes": "1989",
+      "comment_count": "17518",
+      "thumbnail_link": "https://i.ytimg.com/vi/d380meD0W0M/default.jpg",
+      "comments_disabled": "False",
+      "ratings_disabled": "False",
+      "video_error_or_removed": "False",
+      "description": "I know it's been a while since we did this show, but we're back with what might be the best episode yet!\\nLeave your dares in the comment section! \\n\\nOrder my book how to write good \\nhttp://higatv.com/ryan-higas-how-to-write-good-pre-order-links/\\n\\nJust Launched New Official Store\\nhttps://www.gianthugs.com/collections/ryan\\n\\nHigaTV Channel\\nhttp://www.youtube.com/higatv\\n\\nTwitter\\nhttp://www.twitter.com/therealryanhiga\\n\\nFacebook\\nhttp://www.facebook.com/higatv\\n\\nWebsite\\nhttp://www.higatv.com\\n\\nInstagram\\nhttp://www.instagram.com/notryanhiga\\n\\nSend us mail or whatever you want here!\\nPO Box 232355\\nLas Vegas, NV 89105"
+    }
+  ]
+}
+
+Shortlisted templates:
+[
+  {
+    "template_id": "tpl_clickbench_group_count",
+    "template_name": "Grouped Count by Category",
+    "primary_family": "subgroup_structure",
+    "portability": "yes",
+    "sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;",
+    "required_roles": [
+      "group_col"
+    ]
+  }
+]
+
+Problem instance:
+{
+  "dataset_id": "c19",
+  "question": "Use template Grouped Count by Category to probe subgroup_size_stability with semantic role count_distribution. Focus on group_col=category_id.",
+  "planned_template_id": "tpl_clickbench_group_count",
+  "bindings": {
+    "group_col": "category_id",
+    "top_k": 11,
+    "top_n": 3,
+    "num_tiles": 10,
+    "percentile_value": 0.95,
+    "z_threshold": 2.0,
+    "fraction_threshold": 0.1,
+    "baseline_multiplier": 1.5,
+    "baseline_fraction": 0.1,
+    "min_group_size": 5,
+    "min_support": 5,
+    "measure_threshold": 1823157.0,
+    "time_grain": "month",
+    "lookback_rows": 3,
+    "current_period_start": "'2024-01-01'",
+    "current_period_end": "'2024-04-01'",
+    "previous_period_start": "'2023-10-01'",
+    "previous_period_end": "'2024-01-01'",
+    "drift_ratio_threshold": 0.8
+  },
+  "can_vary": [],
+  "must_fix": [],
+  "runtime_sql_skeleton": "SELECT {group_col}, COUNT(*) AS row_count\nFROM {table}\nGROUP BY {group_col}\nORDER BY row_count DESC;"
+}
+
+Repair context:
+{}

Query/sql/v2/runs/v2_cli_20260502_081223_d/c19/artifacts/v2q_c19_0e5cf647775e3a7c/cli/sql_response_attempt_1.raw.txt

@@ -0,0 +1,6 @@
+{"type":"thread.started","thread_id":"019e40de-8dc1-7c33-bd94-20d577034e5e"}
+{"type":"turn.started"}
+{"type":"error","message":"Reconnecting... 2/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1998026, Requested 17630. Please try again in 469ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"error","message":"Reconnecting... 3/5 (stream disconnected before completion: Rate limit reached for gpt-5.4 in organization org-yXK0mBGOR7eXhtGEx8v7e3bf on tokens per min (TPM): Limit 2000000, Used 1987021, Requested 17630. Please try again in 139ms. Visit https://platform.openai.com/account/rate-limits to learn more.)"}
+{"type":"item.completed","item":{"id":"item_0","type":"agent_message","text":"{\"sql\":\"-- template_id: tpl_clickbench_group_count\\nSELECT \\\"category_id\\\", COUNT(*) AS \\\"row_count\\\"\\nFROM \\\"c19\\\"\\nGROUP BY \\\"category_id\\\"\\nORDER BY \\\"row_count\\\" DESC;\",\"notes\":\"Uses the provided grouped-count template with group_col bound to category_id to measure subgroup size distribution.\"}"}}
+{"type":"turn.completed","usage":{"input_tokens":16995,"cached_input_tokens":12032,"output_tokens":189,"reasoning_output_tokens":113}}